From 77a7f8f8ab73bf6e3e1364a8e4633198123c6ca7 Mon Sep 17 00:00:00 2001 From: Henry Li Date: Mon, 12 May 2025 20:24:49 +0800 Subject: [PATCH] feat: Enhanced Development Experience with Mock Mode (#35) * feat: support mock for re-planning * chore: update mock example: vibe coding * chore: update final-answer.txt --- web/public/mock/after-interrupt.txt | 44 - web/public/mock/before-interrupt.txt | 398 - web/public/mock/final-answer.txt | 13475 +++++++++++++++++++++++++ web/public/mock/first-plan.txt | 1127 +++ web/public/mock/re-plan.txt | 1223 +++ web/src/core/api/chat.ts | 11 +- 6 files changed, 15832 insertions(+), 446 deletions(-) delete mode 100644 web/public/mock/after-interrupt.txt delete mode 100644 web/public/mock/before-interrupt.txt create mode 100644 web/public/mock/final-answer.txt create mode 100644 web/public/mock/first-plan.txt create mode 100644 web/public/mock/re-plan.txt diff --git a/web/public/mock/after-interrupt.txt b/web/public/mock/after-interrupt.txt deleted file mode 100644 index aecc7df..0000000 --- a/web/public/mock/after-interrupt.txt +++ /dev/null @@ -1,44 +0,0 @@ -event: tool_calls -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "coordinator", "id": "run-94b1ab24-b188-4344-a29c-4387386ebfeb", "role": "assistant", "finish_reason": "tool_calls", "tool_calls": [{"name": "handoff_to_planner", "args": {"task_title": "南京汤包的特色"}, "id": "", "type": "tool_call"}], "tool_call_chunks": [{"name": "handoff_to_planner", "args": "{\"task_title\":\"南京汤包的特色\"}", "id": "", "index": null, "type": "tool_call_chunk"}]} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": "{"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": "\n \"has_enough_context\": false,\n \"thought\":"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": " \"The user wants to know what makes Nanjing Tangbao (soup dumplings) unique"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": " and special. To provide a comprehensive response, I need to gather information about the characteristics, history, variations, and cultural significance of Nanjing Tangbao.\",\n \""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": "title\": \"Researching the Unique Characteristics of Nanjing Tangbao\",\n \"steps\": [\n {\n \"need_web_search\": true,\n "} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": "\"title\": \"Gather Historical Information and Unique Preparation Methods of Nanjing Tangbao\",\n \"description\": \"Collect information about the origin and historical evolution of Nanjing Tangbao. Research the specific preparation methods that distinguish it from other types of soup dumplings,"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": " focusing on unique ingredients, cooking techniques, and regional variations. Identify any notable historical events or figures associated with its development. Include details about how the preparation techniques have evolved over time and how they are preserved today.\",\n \"step_type\": \""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": "research\"\n },\n {\n \"need_web_search\": true,\n \"title\": \"Investigate the Key Ingredients and Flavor Profiles of Nanjing Tangbao\",\n \"description\": \"Identify the signature ingredients that contribute to the unique flavor profile of Nanjing Tangbao, including the types of meat"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": ", broth, and seasonings used. Detail the specific ratios and preparation techniques that create its distinctive taste and texture. Investigate any closely guarded secrets or traditional recipes that are essential to its authentic flavor. Find information about sourcing of ingredients and how they contribute to the overall quality.\",\n \"step_type\": \"research\"\n },\n {\n \"need_web_search\": true,\n \"title\": \"Explore Cultural Significance, Modern Adaptations, and Notable Establishments\",\n \"description\": \"Research the cultural significance of Nanjing Tangbao in Nanjing and surrounding regions. Investigate its role in local cuisine, traditions"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": ", and celebrations. Collect information about modern adaptations or variations of the dish, including any fusion or innovative approaches. Identify and gather information about famous Nanjing Tangbao restaurants and their signature offerings, including customer reviews and awards. Examine the impact of tourism on the popularity and availability of Nanjing Tangbao.\",\n \"step_type\":"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant", "content": " \"research\"\n }\n ]\n}", "finish_reason": "stop"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "planner", "id": "run-31114575-de18-4c61-817a-88ff40a3af0d", "role": "assistant"} - -event: interrupt -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "id": "human_feedback:06e039f6-17f7-49a4-92d2-7b810a066185", "role": "assistant", "content": "Please Review the Plan.", "finish_reason": "interrupt", "options": [{"text": "Edit plan", "value": "edit_plan"}, {"text": "Start research", "value": "accepted"}]} diff --git a/web/public/mock/before-interrupt.txt b/web/public/mock/before-interrupt.txt deleted file mode 100644 index 9b8d4a0..0000000 --- a/web/public/mock/before-interrupt.txt +++ /dev/null @@ -1,398 +0,0 @@ -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": "Okay"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": ", I understand. I will gather information about the origin, historical evolution, and"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": " unique preparation methods of Nanjing Tangbao. I will focus on ingredients, cooking techniques"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": ", and regional variations that distinguish it from other soup dumplings. I will also look for notable historical events or figures associated with its development, and how preparation techniques have evolved and"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": " are preserved today. Finally, I will provide a structured response in markdown format, including a References section with properly formatted URLs.\n\n**Problem Statement**: Gather historical"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": " information and unique preparation methods of Nanjing Tangbao, including its origins, evolution, distinctive ingredients and techniques, associated historical events, and preservation of its preparation methods.\n\n**Plan the Solution**: I will start by using the `web_search_"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": "tool` to search for information on Nanjing Tangbao, focusing on its history, preparation methods, and cultural significance. Then, if the search results point to specific articles or resources with detailed information, I will use the `crawl_tool"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "content": "` to extract the content and summarize it. Finally, I will synthesize the information gathered into a comprehensive report with proper source attribution.\n\n**Executing the Solution:**\n"} - -event: tool_calls -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-9446cdfb-e3b9-4593-bd46-8dace9352224", "role": "assistant", "finish_reason": "tool_calls", "tool_calls": [{"name": "web_search", "args": {"query": "Nanjing Tangbao origin history preparation"}, "id": "", "type": "tool_call"}], "tool_call_chunks": [{"name": "web_search", "args": "{\"query\":\"Nanjing Tangbao origin history preparation\"}", "id": "", "index": null, "type": "tool_call_chunk"}]} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "1807ee67-4d84-45d9-b8c9-13203f2fb45f", "role": "assistant", "content": "[{\"type\": \"page\", \"title\": \"Tangbao - Wikipedia\", \"url\": \"https://en.wikipedia.org/wiki/Tangbao\", \"content\": \"Tangbao or soup buns are large, soup-filled steamed buns (baozi) in Chinese cuisine.[1][2] They are also sometimes known as guantang bao or soup-filled buns. Various varieties are found, with some name variations in various parts of the country. All of these buns are made by wrapping a gelatinous filling in dough, which is then steamed to melt the filling into soup. Tangbao first appeared in the capital city of the Song dynasty, Bianjing, now Kaifeng, Henan. It spread to the Yangtze River delta [...] Tangbao from Yangzhou, Jingjiang and elsewhere in Jiangsu province: This variety is found throughout the Jiangnan region. Often served in its own individual steaming basket, the large steamed bun contains a soup filling made with pork gelatin and sometimes crab roe. The soup is drunk with a straw, and the rest of the bun is eaten afterwards. It is often served with ginger slices and vinegar.\", \"score\": 0.7152057, \"raw_content\": \"Published Time: 2008-09-23T03:17:07Z\\nTangbao - Wikipedia\\nJump to content\\nMain menu\\nMain menu\\nmove to sidebar hide\\nNavigation\\n\\nMain page\\nContents\\nCurrent events\\nRandom article\\nAbout Wikipedia\\nContact us\\n\\nContribute\\n\\nHelp\\nLearn to edit\\nCommunity portal\\nRecent changes\\nUpload file\\nSpecial pages\\n\\n \\nSearch\\nSearch\\nAppearance\\n\\nDonate\\nCreate account\\nLog in\\n\\nPersonal tools\\n\\nDonate\\nCreate account\\nLog in\\n\\nPages for logged out editors learn more\\n\\nContributions\\nTalk\\n\\nContents\\nmove to sidebar hide\\n\\n(Top)\\n\\n1 Types\\n\\n\\n2 See also\\n\\n\\n3 References\\n\\n\\nToggle the table of contents\\nTangbao\\n7 languages\\n\\nEspañol\\nFrançais\\n한국어\\n日本語\\nNorsk bokmål\\n粵語\\n中文\\n\\nEdit links\\n\\nArticle\\nTalk\\n\\nEnglish\\n\\nRead\\nEdit\\nView history\\n\\nTools\\nTools\\nmove to sidebar hide\\nActions\\n\\nRead\\nEdit\\nView history\\n\\nGeneral\\n\\nWhat links here\\nRelated changes\\nUpload file\\nPermanent link\\nPage information\\nCite this page\\nGet shortened URL\\nDownload QR code\\n\\nPrint/export\\n\\nDownload as PDF\\nPrintable version\\n\\nIn other projects\\n\\nWikimedia Commons\\nWikidata item\\n\\nAppearance\\nmove to sidebar hide\\nFrom Wikipedia, the free encyclopedia\\nLarge soup-filled variety of steamed buns\\nThis article needs additional citations for verification. Please help improve this article by adding citations to reliable sources. Unsourced material may be challenged and removed.Find sources: \\\"Tangbao\\\" – news · newspapers · books · scholar · JSTOR (November 2016) (Learn how and when to remove this message)\\nTang BaoTypeBaoziPlace of originChinaRegion or stateVarious.mw-parser-output .plainlist ol,.mw-parser-output .plainlist ul{line-height:inherit;list-style:none;margin:0;padding:0}.mw-parser-output .plainlist ol li,.mw-parser-output .plainlist ul li{margin-bottom:0}  Media: Tang Bao\\n| Tangbao |\\n| --- |\\n| |\\n| Simplified Chinese | 汤包 |\\n| Traditional Chinese | 湯包 |\\n| Literal meaning | \\\"soup bun\\\" |\\n| \\n| Transcriptions |\\n| --- |\\n| Standard Mandarin |\\n| Hanyu Pinyin | tāngbāo |\\n| Yue: Cantonese |\\n| Jyutping | tong1-baau1 |\\n|\\n| Guantangbao |\\n| Simplified Chinese | 灌汤包 |\\n| Traditional Chinese | 灌湯包 |\\n| Literal meaning | \\\"soup-filled bun\\\" |\\n| \\n| Transcriptions |\\n| --- |\\n| Standard Mandarin |\\n| Hanyu Pinyin | guàntāngbāo |\\n|\\n| |\\n\\nA crab-roe tang bao of the Jiangsu style\\nTangbao or soup buns are large, soup-filled steamed buns (baozi) in Chinese cuisine.[1][2] They are also sometimes known as guantang bao or soup-filled buns. Various varieties are found, with some name variations in various parts of the country. All of these buns are made by wrapping a gelatinous filling in dough, which is then steamed to melt the filling into soup. Tangbao first appeared in the capital city of the Song dynasty, Bianjing, now Kaifeng, Henan. It spread to the Yangtze River delta following the Jingkang Incident.[3]\\nTypes\\n[edit]\\nThis section does not cite any sources. Please help improve this section by adding citations to reliable sources. Unsourced material may be challenged and removed. (October 2024) (Learn how and when to remove this message)\\nSome examples of tangbao include:\\n\\nTangbao from Kaifeng, in Henan province: The traditional tang bao in Kaifeng is a large bun, similar to other baozi, which is bitten open to release the soup filling, which is then drunk with a spoon. However, the traditional form has all but disappeared, with most eateries choosing to serve a Jiangsu-style tangbao where the soup is drunk with a straw.\\nTangbao from Yangzhou, Jingjiang and elsewhere in Jiangsu province: This variety is found throughout the Jiangnan region. Often served in its own individual steaming basket, the large steamed bun contains a soup filling made with pork gelatin and sometimes crab roe. The soup is drunk with a straw, and the rest of the bun is eaten afterwards. It is often served with ginger slices and vinegar.\\nXiaolongbao from Shanghai and elsewhere in Jiangsu province: A small variety of tangbao usually made with unleavened dough; each bun is picked up and bitten open to access the pork and soup filling.\\nXiaolong tangbao from Wuhan: Similar to a xiaolongbao in shape, but made with leavened dough.\\n\\nSee also\\n[edit]\\n\\nXiaolongbao\\nWonton\\nWenlou Tang bao\\nList of steamed foods\\n\\nReferences\\n[edit]\\n\\n^ Jiang, S. (2004). Let's Go China 5th Edition. St. Martin's Press. p. 383. ISBN 978-0-312-32005-8.\\n^ Walhout, Hannah (October 13, 2016). \\\"Everything You Didn't Know You Needed to Know About Georgian Soup Dumplings\\\". Food & Wine. Retrieved November 5, 2016.\\n^ \\\"开封第一楼灌汤小笼包\\\". Archived from the original on 2014-10-12.\\n\\nPortals:\\n\\nFood\\nChina\\n\\n| \\n* v\\n* t\\n* e\\nShanghai cuisine\\n|\\n| --- |\\n| \\n\\nCentury egg\\nCifantuan\\nEight treasure duck\\nHairy crab\\nJiaozi\\nLion's head\\nNian gao\\nQingtuan\\nRed braised pork belly\\nShanghai cumian\\nShanghai fried noodles\\nShengjian mantou\\nShumai\\nSong gao\\nSou\\nStinky tofu\\nTangbao\\nTea egg\\nWonton\\nXiaolongbao\\nYan Du Xian\\nYoutiao\\n\\n|\\n| \\n\\nBeijing cuisine\\nCantonese cuisine\\nHong Kong cuisine\\nMacanese cuisine\\nChinese cuisine\\nHistory of Chinese cuisine\\n\\n|\\n| \\n* v\\n* t\\n* e\\nDumplings\\n|\\n| --- |\\n| \\nList of dumplings\\n|\\n| American cuisine | \\nNorth AmericaApple dumplingChicken and dumplingsCrab RangoonKnoephlaManapuaPoutine râpéeRivelsLatin AmericaBolinho de chuvaChapaleleCorundaEmpanadaHallacaNuegadoPamonhaPantrucaSorrentinosTamaleCaribbeanDucanaPasteles\\n|\\n| Asian cuisine | \\nEast AsiaChineseAbacus seedsBah-oânBaoziChhau-a-koeCha siu 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AsiaChuchvaraMantiOramaSamsaWest AsiaGondiGürzəHingelKhinkaliKubbehQatayefSambusakShishbarakTatar böreğiNorth AsiaPelmeniPyanse\\n|\\n| European cuisine | \\nEastern EuropeBorș de burechiușeCheburekiColțunașiHaluškyKalduny (Kundumy)KnishKreplachMatazMatzah ballPelmeniPirozhkiScovardăUszkaVarenykySouthern EuropeAgnolottiPavesePiedmonteseCappellettiCasoncelliCasunzieiCjarsonsGnocchiGnudiMezzeluneRavioliSacchettoniTortelliniTortelloniCentral EuropeBlack dumplingsBryndzové haluškyCapunsDampfnudelGermknödelHaluškyIdrijski žlikrofiKluskiKnedleKnödelKopytkaMaultascheMohnnudelPampuchyPickertPierogiPyzyMarillenknödelSchlutzkrapfenSchupfnudelShlishkesSilesian dumplingsStrapačkyUszkaWestern EuropeBarbajuanRissoleNorthern EuropeBedfordshire clangerCepelinaiKroppkakaPaltPitepaltRaspeball\\n|\\n| African cuisine | \\nKenkeySambusa\\n|\\n| Oceanian cuisine | \\nDim sim\\n|\\n| \\n* v\\n* t\\n* e\\nStreet food\\n|\\n| --- |\\n| Foods | \\n\\nAcarajé\\nAloo chaat\\nAloo tikki\\nAnticucho\\nApam 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roll\\nKarantika\\nKebab\\nChapli kebab\\nDoner kebab\\nKyinkyinga\\nShami kebab\\nList of kebabs\\n\\n\\nKerak telor\\nKetoprak\\nKhachapuri\\nKhanom Tokyo\\nKikiam\\nKnish\\nKwek Kwek\\nLaksa\\nLángos\\nLuchi\\nMalatang\\nMami\\nMaruya\\nMasala puri\\nMeat pie\\nMie ayam\\nMurtabak\\nNaan\\nNem chua rán\\nObwarzanek krakowski\\nPad thai\\nPajeon\\nPakora\\nPaneer tikka\\nPani câ meusa\\nPanini\\nPanipuri\\nPanzerotti\\nPapri chaat\\nParatha\\nPasty\\nPav bhaji\\nPempek\\nPenyaram\\nPepito\\nPeremech\\nPho\\nPiadina\\nPicarones\\nPilaf\\nPinasugbo\\nPirozhki\\nPizza al taglio / Pizza by the slice\\nPizzetta\\nPlăcintă\\nPljeskavica\\nPoha\\nPoutine\\nPretzel\\nPunugulu\\nPuri\\nQuail eggs\\nQuesadilla\\nRat-on-a-stick\\nRažnjići\\nRogan josh\\nRojak\\nRoti\\nRoti bakar\\nRoti john\\nRoujiamo\\nRumali roti\\nRustico\\nSabich\\nSamosa\\nSandwich\\nSardenara\\nSatay\\nSausage roll\\nScaccia\\nSeblak\\nSevpuri\\nSfenj\\nShao Kao\\nShashlik\\nShawarma\\nSicilian pizza\\nSiomay\\nSoto\\nSouvlaki\\nStigghiola\\nStromboli\\nTaco\\nKorean taco\\n\\n\\nTahri\\nTahu gejrot\\nTahu sumedang\\nTakoyaki\\nTamale\\nTandoori chicken\\nTangbao\\nTaquito\\nTauge goreng\\nTornado potato\\nTuron\\nU' pastizz 'rtunnar\\nVada\\nVada pav\\nVastedda\\nVietnamese noodles\\nXôi\\nYakitori\\nZapiekanka\\n\\n| \\n\\n|\\n| By location | \\n\\nHong Kong\\nIndia\\nChennai\\nMumbai\\n\\n\\nIndonesia\\nMexico\\nPhilippines\\nSouth Korea\\nTaiwan\\nThailand\\n\\n|\\n| Mobile catering | \\n\\nField kitchen\\nFood booth\\nFood cart\\nFood truck\\nFood truck rally\\n\\n\\nHot dog cart\\nHot dog stand\\nIce cream van\\nSausage wagon\\nTaco stand\\nYatai\\nPojangmacha\\nWürstelstand\\n\\n|\\n| Lists | \\n\\nList of street foods\\nList of food trucks\\nVarieties of kue/kuih\\n\\n|\\n| \\nFood portal  Category: Street food\\n|\\nRetrieved from \\\"https://en.wikipedia.org/w/index.php?title=Tangbao&oldid=1254260892\\\"\\nCategories:\\n\\nDim sum\\nJiangsu cuisine\\nShanghai cuisine\\nSteamed foods\\nStreet food in China\\n\\nHidden categories:\\n\\nArticles with short description\\nShort description is different from Wikidata\\nArticles needing additional references from November 2016\\nAll articles needing additional references\\nArticles containing Chinese-language text\\n\\nArticles needing additional references from October 2024\\n\\n\\nThis page was last edited on 30 October 2024, at 04:33 (UTC).\\n\\n\\nText is available under the Creative Commons Attribution-ShareAlike 4.0 License; additional terms may apply. By using this site, you agree to the Terms of Use and Privacy Policy. Wikipedia® is a registered trademark of the Wikimedia Foundation, Inc., a non-profit organization.\\n\\n\\nPrivacy policy\\n\\nAbout Wikipedia\\nDisclaimers\\nContact Wikipedia\\nCode of Conduct\\nDevelopers\\nStatistics\\nCookie statement\\n\\nMobile view\\n\\n\\n\\n\\n\\n\\nSearch\\nSearch\\nToggle the table of contents\\nTangbao\\n\\n7 languages Add topic\"}, {\"type\": \"page\", \"title\": \"Xiaolongbao - ArcGIS StoryMaps\", \"url\": \"https://storymaps.arcgis.com/stories/088f5531b41547b7b2e022142ad74953\", \"content\": \"Nanjing (南京) This is one of the variations of tangbao, coming from the Jiangsu region during the Qing (清)dynasty . It's a significant representation of the Jinling cuisine (金陵). The filling specifically uses Chinese mitten crabs, combining their meat and roe with pork.\", \"score\": 0.6364215}, {\"type\": \"page\", \"title\": \"Crab Soup Dumplings (Xiehuang Tangbao) - chinatripedia\", \"url\": \"https://chinatripedia.com/crab-soup-dumplings-xiehuang-tangbao/\", \"content\": \"Crab Soup Dumplings, known as \\\"xiehuang tangbao (蟹黄汤包),\\\" are a traditional delicacy hailing from the Jiangsu province in China. Renowned for their meticulous preparation, the filling comprises crab roe and crab meat, while the broth is made from authentic chicken soup.\", \"score\": 0.6353361}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg\", \"image_description\": \"A bamboo steamer contains neatly arranged Nanjing Tangbao, showcasing their delicate, pleated tops and accompanied by a small piece of dipping sauce.\"}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/b853ded00e0c48b797afb46e02f9de47.jpg?mw=1300\", \"image_description\": \"A person is skillfully shaping and filling a piece of dough with a savory mixture, while several uncooked Nanjing Tangbao are arranged neatly in a bamboo steamer nearby.\"}, {\"type\": \"image\", \"image_url\": \"https://images.freeimages.com/images/large-previews/a07/big-meat-dumplings-tangbao-i-1549263.jpg\", \"image_description\": \"A bamboo steamer contains four delicately pleated Nanjing Tangbao dumplings, showcasing their smooth surface and inviting filling.\"}, {\"type\": \"image\", \"image_url\": \"https://myriadrecipes.com/wp-content/uploads/2022/03/IMG_2649-615x1024.jpg\", \"image_description\": \"A large, intricately pleated Tangbao filled with aromatic ingredients sits on a black plate, accompanied by a small bowl of dipping sauce featuring sliced ginger and a decorative spoon.\"}, {\"type\": \"image\", \"image_url\": \"https://fastly.4sqi.net/img/general/600x600/85142592_-fUIsvvoQlmUR-e_Jm6GHkEcl9ssvGdRBgQh0L3XP0M.jpg\", \"image_description\": \"Four steamed Tangbao dumplings are arranged in a bamboo steamer with a woven bottom.\"}]", "tool_call_id": ""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "**Search"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": " Results**:\n\nThe search results provide a good starting point for understanding Nanjing Tangbao.\n\n"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "* The Wikipedia article on Tangbao states that Tangbao are large, soup-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "filled steamed buns (baozi) in Chinese cuisine. They originated in Bianjing, the capital of the Song dynasty (now Kaifeng, Henan), and"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": " spread to the Yangtze River delta. It also mentions the Jiangsu province variety (which includes Nanjing) is often served in its own individual steaming basket and contains a soup filling"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": " made with pork gelatin and sometimes crab roe. The soup is drunk with a straw, and the rest of the bun is eaten afterward, often with ginger slices and vinegar. [Tangbao - Wikipedia](https://en.wikipedia.org/"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "wiki/Tangbao)\n\n* An ArcGIS StoryMaps entry mentions that Nanjing Tangbao, a variation of tangbao from the Jiangsu region during the Qing dynasty, is a significant representation of Jinling cuisine (another name for Nanjing cuisine). The filling specifically"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": " uses Chinese mitten crabs, combining their meat and roe with pork. [Xiaolongbao - ArcGIS StoryMaps](https://storymaps.arcgis.com/stories/088f5531b41547b7b2e022142ad749"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "53)\n\n* Chinatripedia describes Crab Soup Dumplings (Xiehuang Tangbao) as a traditional delicacy from Jiangsu province. They are known for their meticulous preparation, with a filling comprising crab roe and crab meat, and a broth made from authentic chicken soup. [Crab Soup Dumplings (X"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "iehuang Tangbao) - chinatripedia](https://chinatripedia.com/crab-soup-dumplings-xiehuang-tangbao/)\n\n**Images**:\n\n![Nanjing Tangbao in a bamboo steamer with dipping sauce](https://cdn.tasteatlas.com/Images/Dishes"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "/126cfc45688546f19620ac483dfaecb7.jpg)\n\n![Person filling a Nanjing Tangbao](https://cdn.tasteatlas.com/Images/Dishes/b853ded00e0c4"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "8b797afb46e02f9de47.jpg?mw=1300)\n\n![Nanjing Tangbao in a bamboo steamer](https://images.freeimages.com/images/large-previews/a07/big-meat-dumplings"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "-tangbao-i-1549263.jpg)\n\n![Large Tangbao with dipping sauce](https://myriadrecipes.com/wp-content/uploads/2022/03/IMG_2649-615x1024.jpg)\n\n!["} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "Steamed Tangbao dumplings in a bamboo steamer](https://fastly.4sqi.net/img/general/600x600/85142592_-fUIsvvoQlmUR-e_Jm6GHkEcl9ssvGdR"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "content": "BgQh0L3XP0M.jpg)\n"} - -event: tool_calls -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-d2eca3b1-bb66-4a86-a515-de85279e03cd", "role": "assistant", "finish_reason": "tool_calls", "tool_calls": [{"name": "crawl_tool", "args": {"url": "https://chinatripedia.com/crab-soup-dumplings-xiehuang-tangbao/"}, "id": "", "type": "tool_call"}], "tool_call_chunks": [{"name": "crawl_tool", "args": "{\"url\":\"https://chinatripedia.com/crab-soup-dumplings-xiehuang-tangbao/\"}", "id": "", "index": null, "type": "tool_call_chunk"}]} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "d4bf5f06-70ef-4517-9037-08e3a2dfc79e", "role": "assistant", "content": "{\"url\": \"https://chinatripedia.com/crab-soup-dumplings-xiehuang-tangbao/\", \"crawled_content\": \"# None\\n\\n{\\\"data\\\":null,\\\"code\\\":402,\\\"name\\\":\\\"InsufficientBalanceError\\\",\\\"status\\\":40203,\\\"message\\\":\\\"Account balance not enough to run this query, please recharge.\\\",\\\"readableMessage\\\":\\\"InsufficientBalanceError: Account balance not enough to run this query, please recharge.\\\"}\"}", "tool_call_id": ""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": "Unfortunately"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": ", I was unable to crawl the Chinatripedia page due to an insufficient balance"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": " error. I will proceed with the information I have gathered thus far.\n\n**"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": "Conclusion**:\n\nNanjing Tangbao is a soup-filled steamed bun with a rich history and distinct characteristics. Originating from the broader category of Tangbao that"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": " appeared during the Song dynasty, the Nanjing variation, a part of Jinling cuisine, distinguishes itself through its filling, which often includes Chinese mitten crab meat and roe"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": " in addition to pork. These soup dumplings are traditionally served in individual steaming baskets, with the soup consumed through a straw and the bun eaten with ginger and vinegar. The meticulous preparation and unique ingredients, particularly the use of crab, highlight its cultural"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": " significance in Nanjing and the Jiangsu province.\n\n**References**:\n\n- [Tangbao - Wikipedia](https://en.wikipedia.org/wiki/Tangbao)\n\n- [Xiaolongbao - ArcGIS StoryMaps](https://storymaps.arcgis"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-a8a93462-04c4-4bf7-b30b-9700b62a3aa1", "role": "assistant", "content": ".com/stories/088f5531b41547b7b2e022142ad74953)\n", "finish_reason": "stop"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": "Okay, I understand"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": ". I will investigate the key ingredients and flavor profiles of Nanjing Tangbao, focusing on"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": " the types of meat, broth, and seasonings used, as well as preparation techniques and"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": " sourcing of ingredients. I will use the web search tool to gather information and the crawl tool if necessary to obtain more detailed content from specific URLs. Finally, I will present"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": " the findings in a structured markdown format with a references section.\n\n**Problem Statement**: Identify the signature ingredients that contribute to the unique flavor profile of Nanjing Tangbao,"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": " including the types of meat, broth, and seasonings used. Detail the specific ratios and preparation techniques that create its distinctive taste and texture. Investigate any closely guarded secrets or traditional recipes that are essential to its authentic flavor. Find information about sourcing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": " of ingredients and how they contribute to the overall quality.\n\n**Plan the Solution**:\n\n1. Use the `web_search_tool` to search for information about the ingredients, flavor profile, preparation techniques, and traditional recipes of Nanjing Tang"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": "bao.\n2. Review the search results and identify URLs that contain relevant and detailed information.\n3. If necessary, use the `crawl_tool` to extract markdown content from the most promising URLs to gather more in-depth details.\n4. Synthesize the information gathered from both the search results and"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "content": " the crawled content.\n5. Organize the findings into a structured markdown report, including sections for Search Results, Crawled Content, Conclusion, and References.\n\n**Executing the Solution:**\n"} - -event: tool_calls -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-3cdc2187-7302-40f4-b2d3-5e318ce17a94", "role": "assistant", "finish_reason": "tool_calls", "tool_calls": [{"name": "web_search", "args": {"query": "Nanjing Tangbao ingredients flavor profile preparation"}, "id": "", "type": "tool_call"}], "tool_call_chunks": [{"name": "web_search", "args": "{\"query\":\"Nanjing Tangbao ingredients flavor profile preparation\"}", "id": "", "index": null, "type": "tool_call_chunk"}]} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "b832e9d7-6f24-4283-bbb1-12181b69d4d5", "role": "assistant", "content": "[{\"type\": \"page\", \"title\": \"Easy Tangbao Recipe for Juicy Soup Dumplings - altadiscus.com\", \"url\": \"https://altadiscus.com/tangbao-recipe/\", \"content\": \"Additionally, don’t be afraid to experiment with dipping sauces to elevate the tangbao experience. Traditional soy sauce, black vinegar, or spicy chili oil can enhance the flavor profile of the dumplings. [...] | Soy sauce | 2 tablespoons |\\n| Ginger (minced) | 1 tablespoon |\\n| Garlic (minced) | 1 tablespoon |\\n| Sesame oil | 1 tablespoon |\\n| Shaoxing wine | 1 tablespoon |\\nAfter marinating the pork for at least 30 minutes, it’s time to prepare the filling. Finely chop the marinated pork into small pieces. This will ensure a cohesive texture and even distribution of flavors throughout the tangbao. [...] Traditional tangbao features a filling made from minced pork, which is marinated in a flavorful blend of soy sauce, ginger, garlic, and other seasonings. The tangy and aromatic filling adds depth and complexity to the overall taste. However, modern variations of tangbao may include other ingredients, such as chicken, seafood, or vegetarian options, catering to different dietary preferences.\", \"score\": 0.74652773, \"raw_content\": \"Published Time: 2024-03-16T11:53:01+00:00\\nEasy Tangbao Recipe for Juicy Soup Dumplings\\n\\nSubscribe to Updates\\nGet the latest creative news from FooBar about art, design and business.\\nBy signing up, you agree to the our terms and our Privacy Policy agreement.\\nWhat's Hot\\n\\nกลยุทธ์เพิ่มโอกาสชนะในสล็อตแจ็คพอตสะสมบนสมาร์ทโฟน\\n12/03/2025\\n\\nDelicious Pho Recipes: Authentic Vietnamese Flavors\\n14/09/2024\\n\\nNo Game No Life: Anime Adventure in a Gamer’s World\\n07/09/2024\\nFacebook Twitter Instagram\\n\\nFacebook Twitter Instagram\\nSUBSCRIBE\\n\\nHome\\nTravel\\nHealth\\nTechnology\\nGambling\\nGames\\nFood & Drink\\nEntertainment\\n\\n\\n\\n\\n\\nHome » Easy Tangbao Recipe for Juicy Soup Dumplings\\nfood-drink\\nEasy Tangbao Recipe for Juicy Soup Dumplings\\nBy Pakapol Tarangam16/03/2024No Comments14 Mins Read\\nFacebook Twitter Pinterest LinkedIn Tumblr WhatsApp Telegram Email\\n\\nShare\\nFacebook Twitter LinkedIn Pinterest Email\\nWelcome to our easy tangbao recipe guide! If you’re a fan of Chinese cuisine, you’ve probably heard of tangbao – delectable soup-filled dumplings that are sure to satisfy your cravings. In this article, we’ll provide you with a step-by-step guide to making homemade tangbao that are bursting with flavor. Whether you’re a seasoned chef or an amateur in the kitchen, our recipe will help you create tangbao that are as delicious as the ones you find in traditional Chinese restaurants.\\nTable of Contents\\nToggle\\n\\n\\nKey Takeaways:\\n\\n\\nWhat are Tangbao?\\n\\nTangbao Filling: A Burst of Flavor\\nCreating the Perfect Tangbao Wrapper\\nMastering the Tangbao Steaming Process\\nAssembling and Folding Tangbao\\nTangbao Assembly and Folding Tips:\\n\\n\\nCooking Tips and Variations\\nCooking Tips\\nVariations\\n\\n\\nConclusion\\nFAQ\\nCan I use a different filling for tangbao?\\nHow long does it take to steam tangbao?\\nCan I freeze tangbao for later consumption?\\nWhat kind of dipping sauce pairs well with tangbao?\\nCan I make tangbao ahead of time and reheat them?\\nWhat are some alternative cooking methods for tangbao?\\n\\n\\n\\nKey Takeaways:\\n\\nLearn how to make tangbao from scratch with our easy-to-follow recipe.\\nDiscover the secrets to creating a flavorful tangbao filling.\\nMaster the art of making tangbao wrappers that are thin and sturdy.\\nFind out the ideal steaming time and techniques for perfect tangbao.\\nExplore cooking tips and variations to customize your tangbao recipe.\\n\\nWhat are Tangbao?\\nDiscover the origins and traditional essence of tangbao, a popular Chinese dish. Tangbao, also known as soup dumplings, are a beloved delicacy that originated in the Shanghai region of China. These delectable dumplings are renowned for their unique combination of a delicate wrapper and a savory soup filling. Tangbao is a staple in Chinese cuisine, boasting a rich history that dates back centuries.\\nThe name “tangbao” literally translates to “soup bun,” which perfectly encapsulates the essence of this dish. Unlike traditional dumplings, tangbao contains a flavorful broth along with the filling, creating a burst of flavor with every bite. The secret to the soup-filled center lies in the use of a gelatinous stock that solidifies when chilled. When the tangbao is steamed, the heat causes the broth to liquefy, resulting in a delicious and juicy filling.\\nAuthentic tangbao distinguishes itself with its delicate yet elastic wrapper. The wrapper should be thin enough to allow the flavors of the filling to shine through, while also being sturdy enough to hold the rich soup inside. Achieving the perfect wrapper texture requires skill and precision, as it must be neither too thick nor too thin.\\n\\nTraditional tangbao features a filling made from minced pork, which is marinated in a flavorful blend of soy sauce, ginger, garlic, and other seasonings. The tangy and aromatic filling adds depth and complexity to the overall taste. However, modern variations of tangbao may include other ingredients, such as chicken, seafood, or vegetarian options, catering to different dietary preferences.\\n\\nThese well-crafted dumplings have gained popularity not only in China but also worldwide. Experience the authentic tangbao and indulge in the harmonious combination of rich broth, tantalizing filling, and delicate wrapper.\\nTangbao Filling: A Burst of Flavor\\nOne of the most crucial components of a tangbao is its flavorful filling. The combination of well-marinated pork and aromatic seasonings creates a burst of flavor with every bite. In this section, we will guide you through the process of preparing a delicious tangbao filling that will elevate the taste of your soup dumplings.\\nLet’s start by selecting the right cut of pork for the filling. Choose fatty cuts, such as pork shoulder or pork belly, as they will add moisture and tenderness to the filling. Take care to remove any excess fat to ensure a balanced texture.\\nNext, it’s time to marinate the pork. A traditional tangbao filling is typically seasoned with a combination of soy sauce, ginger, garlic, sesame oil, and Shaoxing wine. This marinade not only enhances the flavor of the pork but also helps tenderize it. You can adjust the quantities of these ingredients to suit your taste preferences, but be careful not to overpower the natural flavors of the meat.\\n| Ingredients | Quantity |\\n| --- | --- |\\n| Pork (shoulder or belly) | 1 lb (450g) |\\n| Soy sauce | 2 tablespoons |\\n| Ginger (minced) | 1 tablespoon |\\n| Garlic (minced) | 1 tablespoon |\\n| Sesame oil | 1 tablespoon |\\n| Shaoxing wine | 1 tablespoon |\\nAfter marinating the pork for at least 30 minutes, it’s time to prepare the filling. Finely chop the marinated pork into small pieces. This will ensure a cohesive texture and even distribution of flavors throughout the tangbao.\\nWhile preparing the filling, it’s essential to strike the right balance between moisture and binding. You can achieve this by adding a small amount of chicken stock, cornstarch, or gelatin to the filling mixture. This will help create a juicy and cohesive filling that doesn’t leak out during the cooking process.\\nTo add depth to the flavors, some recipes include additional ingredients such as green onions, mushrooms, or cabbage. These ingredients not only provide a burst of freshness but also add texture to the filling. Feel free to experiment with different variations and find the combination that best suits your palate.\\n\\nPro Tips: To enhance the umami flavor of the filling, consider adding some dried shrimp or dried scallops. These ingredients are often used in traditional Chinese recipes and can take your tangbao filling to the next level.\\n\\nOnce the tangbao filling is ready, it’s time to move on to the next step of the recipe. In the following section, we will learn how to create the perfect tangbao wrapper, ensuring that it’s both thin and sturdy enough to hold the flavorful soup inside.\\nCreating the Perfect Tangbao Wrapper\\nOne of the most crucial components of a delicious tangbao is the wrapper. It not only holds the aromatic soup and filling together but also provides a delicate texture that complements the flavors. Master the art of making tangbao wrappers with our step-by-step instructions and achieve the perfect texture and elasticity.\\nTo create the ideal tangbao wrapper, follow these key steps:\\n\\nPrepare the dough: Start by combining all-purpose flour, water, and a pinch of salt in a mixing bowl. Knead the dough until it becomes smooth and pliable. Let it rest for about 30 minutes to allow the gluten to relax and make rolling easier.\\nRoll out the dough: Divide the dough into small portions and roll each piece into a thin circle. Dust your work surface and rolling pin with flour to prevent sticking. Aim for a thickness of approximately 2-3 millimeters.\\nShape the wrappers: Use a round cookie cutter or a small bowl to cut out uniform circles from the rolled dough. Each wrapper should be around 7-8 centimeters in diameter.\\nMaintain the thickness: Ensure that the edges of the wrapper are slightly thicker than the center. This will help prevent any leakage of the soup while steaming.\\n\\nBy following these steps, you can achieve tangbao wrappers that are thin, yet sturdy enough to hold the flavorful soup inside. The elasticity of the wrapper ensures that it perfectly encases the filling and creates a delightful texture when you take a bite.\\n\\n“The tangbao wrapper is like a delicate embrace that contains the essence of the soup and enhances the overall dumpling experience.”\\n\\nMastering the Tangbao Steaming Process\\nSteaming tangbao is a crucial step in achieving the perfect texture and taste. With the right steaming time and techniques, you’ll be able to enjoy tangbao that are cooked to perfection, with a juicy soup filling that bursts with flavor.\\nHere are some key tips to help you master the tangbao steaming process:\\n\\nPreparation: Before steaming, make sure your tangbao are placed securely in a steamer basket lined with parchment paper or cabbage leaves. This will prevent them from sticking to the steamer and tearing apart during cooking.\\nWater Level: Fill the steamer pot with water, making sure the water level is below the steamer basket. Too much water can cause the tangbao to become soggy, while too little water may result in uneven cooking.\\nSteaming Time: The steaming time for tangbao will vary depending on their size and thickness. As a general guideline, steam small tangbao for about 8-10 minutes, medium-sized ones for 10-12 minutes, and larger tangbao for 12-15 minutes. It’s important to check for doneness by gently pressing the tangbao wrapper. If it springs back, they are cooked through.\\nTemperature Control: Maintain a consistent steam temperature throughout the cooking process. Avoid lifting the lid frequently, as this can cause fluctuations in the steam temperature. Steaming tangbao requires patience, so resist the temptation to peek too often.\\n\\nFollowing these tips will ensure that your tangbao are properly cooked, with a tender wrapper and a piping hot, flavorful soup filling. The steaming process allows the wrapper to absorb the steam and become translucent, while the filling turns into a rich, savory broth that complements the tasste. Experience the authentic taste of tangbao that melts in your mouth with every bite.\\n\\n“Steaming tangbao is like unlocking a treasure trove of flavors. The steam gently cooks the dumplings, resulting in a delicate wrapper that holds a burst of aromatic soup inside.”\\n\\nNow that you’ve learned the art of mastering the tangbao steaming process, let’s explore the final step – assembling and folding tangbao to create the iconic shape.\\n| Tangbao Steaming Tips | Steaming Time (minutes) |\\n| --- | --- |\\n| Small Tangbao | 8-10 |\\n| Medium Tangbao | 10-12 |\\n| Large Tangbao | 12-15 |\\n\\nContinue your tangbao journey and discover how to assemble and fold tangbao to achieve the iconic pleated dumpling shape in the next section.\\nAssembling and Folding Tangbao\\nNow comes the exciting part – assembling and folding the tangbao! This is where you bring together the tantalizing filling and create the iconic pleated dumpling shape. Follow our easy instructions to master the art of tangbao assembly and folding.\\nStep 1: Take a tangbao wrapper and place it on your palm or a clean work surface.\\nStep 2: Using a spoon or your fingers, place a spoonful of the flavorful filling in the center of the wrapper.\\nStep 3: Dip your finger in a small bowl of water and wet the edge of the wrapper all around.\\nStep 4: Fold the wrapper in half, creating a half-circle shape with the filling inside.\\nStep 5: Pinch the wrapper together at the top, ensuring a tight seal to prevent any leakage during cooking.\\nStep 6: Starting from the pinch at the top, pleat the edge of the wrapper with your fingers, creating a beautiful and well-formed tangbao. Repeat this process along the edge, making small folds and pressing them firmly against the opposite side of the tangbao.\\nStep 7: Continue pleating until you reach the end, securing the tangbao with a final pleat and gently twist the top to close it.\\n\\nNote: Don’t worry if your first few attempts don’t come out perfectly. Assembling and folding tangbao takes practice and patience. With time, you’ll become more skilled at creating beautifully pleated dumplings.\\n\\nOnce you’ve assembled and folded all your tangbao, they are ready to be steamed to perfection!\\nTangbao Assembly and Folding Tips:\\n\\nEnsure the tangbao wrappers are not too thick or too thin. The ideal thickness results in a tender and chewy texture.\\nMake sure the tangbao is tightly sealed to prevent any leakage of the delicious soup filling.\\nPractice pleating the wrappers with confidence and precision, creating a visually appealing and well-formed tangbao.\\nExperiment with different pleating patterns to add a personal touch to your tangbao.\\n\\n| Tangbao Assembly and Folding Tips | Description |\\n| --- | --- |\\n| Ensure the tangbao wrappers are not too thick or too thin. | The ideal thickness results in a tender and chewy texture. |\\n| Make sure the tangbao is tightly sealed. | Prevent any leakage of the delicious soup filling. |\\n| Practice pleating the wrappers with confidence and precision. | Create a visually appealing and well-formed tangbao. |\\n| Experiment with different pleating patterns. | Add a personal touch to your tangbao. |\\nCooking Tips and Variations\\nTake your tangbao recipe to the next level with these cooking tips and variations. Whether you want to experiment with different fillings, explore unique dipping sauces, or try alternative cooking methods, here are some ideas to add your own personal touch to this traditional Chinese dish.\\nCooking Tips\\n\\nSteaming Time: To ensure perfectly cooked tangbao, make sure to follow the recommended steaming time in the recipe. Overcooking can result in a dry filling, while undercooking may leave the dough raw.\\nFresh Ingredients: For the best flavor, use fresh and high-quality ingredients. Opt for fresh ground pork, aromatic herbs, and flavorful seasonings to enhance the taste of your tangbao.\\nProper Folding: Mastering the folding technique is crucial to seal in the filling and create the iconic pleated dumpling shape. Take your time and practice the folding process to achieve beautiful and well-formed tangbao.\\n\\nVariations\\nElevate your tangbao game by experimenting with these mouthwatering variations:\\n| Variation | Ingredients |\\n| --- | --- |\\n| Crabmeat Tangbao | Fresh crabmeat, minced ginger, scallions, soy sauce |\\n| Vegetable Tangbao | Mixed vegetables (such as cabbage, carrots, and mushrooms), tofu, garlic, sesame oil |\\n| Seafood Tangbao | Shrimp, scallops, minced garlic, ginger, oyster sauce |\\n| Spicy Tangbao | Ground pork, Sichuan peppercorns, chili oil, soy sauce, garlic |\\nTable: Tangbao Recipe Variations\\nThese variations will give you a taste of different flavors and textures, allowing you to cater to various dietary preferences and culinary interests. You can mix and match ingredients according to your preferences, creating a custom tangbao recipe that suits your taste buds.\\nAdditionally, don’t be afraid to experiment with dipping sauces to elevate the tangbao experience. Traditional soy sauce, black vinegar, or spicy chili oil can enhance the flavor profile of the dumplings.\\n\\n“The options for tangbao recipe variations are endless. Let your creativity shine in the kitchen and surprise your guests with unique and delicious combinations.”\\n\\nBy incorporating these cooking tips and variations, you can create a tangbao recipe that is uniquely yours. Enjoy the process of experimenting, and savor the delightful flavors of these Chinese soup dumplings!\\n\\nCreamy and Savory White Pizza\\n\\nConclusion\\nIn conclusion, our easy tangbao recipe provides you with the opportunity to enjoy the delightful experience of making and savoring your own homemade tangbao. By following the step-by-step instructions outlined in this article, you can impress your friends and family with your culinary skills and treat them to the mouthwatering goodness of juicy soup dumplings.\\nCreating tangbao at home allows you to customize the filling and experiment with different variations to suit your taste preferences. Whether you prefer traditional pork filling or want to explore other options like shrimp, chicken, or vegetarian alternatives, the possibilities are endless.\\nWith its delicate wrapper and savory soup filling, tangbao is a true culinary delight. By mastering the art of creating the perfect tangbao wrapper, assembling and folding the dumplings, and steaming them to perfection, you can achieve the ideal texture and taste that make this dish so special. Don’t forget to serve your tangbao with your favorite dipping sauces to elevate the flavor even further.\\nNow, it’s time to put your newfound knowledge into practice and embark on your tangbao-making journey. Gather the ingredients, follow the recipe, and enjoy the satisfaction of creating these authentic Chinese soup dumplings in the comfort of your own kitchen. Get ready to savor every juicy bite!\\nFAQ\\nCan I use a different filling for tangbao?\\nAbsolutely! While the traditional tangbao filling is made with pork, you can experiment with different fillings like chicken, shrimp, or even vegetarian options. Get creative and tailor the filling to your taste preferences.\\nHow long does it take to steam tangbao?\\nThe steaming time for tangbao typically ranges between 8 to 10 minutes. This will ensure that the dough is cooked through and the soup filling is hot and flavorful. Make sure to adjust the cooking time based on the size of your tangbao.\\nCan I freeze tangbao for later consumption?\\nYes, you can freeze tangbao for future enjoyment. To freeze them, place the uncooked tangbao on a parchment-lined tray and freeze until solid. Then, transfer them to a freezer-safe bag or container. When ready to eat, steam the frozen tangbao for an additional 2-3 minutes to ensure they are heated through.\\nWhat kind of dipping sauce pairs well with tangbao?\\nA classic and popular dipping sauce for tangbao is a mixture of black vinegar, soy sauce, and a touch of finely minced ginger. The tangy and slightly spicy flavor of the sauce complements the rich and savory tangbao perfectly. However, feel free to experiment with your favorite dipping sauces and find a combination that suits your taste buds.\\nCan I make tangbao ahead of time and reheat them?\\nWhile it’s best to enjoy tangbao fresh and steamed, you can reheat leftover tangbao by lightly steaming them for a few minutes. Place a little water in the bottom of a steamer and arrange the tangbao inside. Cover and steam until heated through. However, keep in mind that reheating may affect the texture of the dumplings, so they may not be as tender and juicy as when freshly made.\\nWhat are some alternative cooking methods for tangbao?\\nWhile steaming is the traditional and preferred method for cooking tangbao, you can also try pan-frying or boiling them. Pan-fried tangbao have a crispy bottom while still retaining their juicy filling, and boiled tangbao have a slightly different texture but are equally delicious. Experiment with different cooking techniques to find your favorite way to enjoy tangbao.\\nShare. 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Press Esc to cancel.\"}, {\"type\": \"page\", \"title\": \"Tangbao Authentic Recipe - TasteAtlas\", \"url\": \"https://www.tasteatlas.com/tangbao/recipe\", \"content\": \"1 tbsp soy sauce\\n½ tbsp rice wine vinegar\\n½ tbsp sesame oil\\n2.5 cm (1\\\") piece ginger, finely sliced\\nPreparation\\nStep 1/11\\nThe day before, start preparing the aspic. Add the pork bones, salt, and water to a big enough pot. Cook until boiling, then lower the heat and simmer for 2 hours, covered. Next, strain the broth and divide it between ice cube trays. Refrigerate the trays for 24 hours or until the broth solidifies into a jelly-like consistency.\\nStep 2/11 [...] Ingredients\\n2 Servings\\nFOR DOUGH\\n150g (5.3 oz) plain flour\\n90 ml (3 oz) warm water\\na pinch of salt\\nFOR ASPIC\\n100g (3.5 oz) pork bones\\n50g (1.75 oz) pork meat bits\\na pinch of salt\\n500 ml (2 cups + 2 tbsp) water\\nFOR FILLING\\n150g (5.3 oz) minced pork meat\\n8 cubes of aspic, finely chopped\\n1 tbsp shaoxing wine\\n1 tbsp soy sauce\\n½ tbsp sesame oil\\n1 tsp sugar\\n2 garlic cloves, finely chopped\\n2.5 cm (1\\\") ginger, finely chopped\\n3 spring onions, finely chopped\\nFOR DIPPING SAUCE\\n½ tbsp black vinegar [...] Tangbao is a type of Chinese baozi dumpling that is characterized by the fact that it has a soup filling. It is said that it was first created in Kaifeng, Henan, during Song dynasty. There are many varieties throughout China, xiaolongbao being one of them. They will vary in size, from small to very large ones, and in the fillings, with the most typical ones being pork, crab roe, crab and pork filling. They are steamed and served with a dipping sauce that needs to have some acidity to cut\", \"score\": 0.7171114, \"raw_content\": \"Tangbao Authentic Recipe | TasteAtlas\\nSearch locations or food\\n\\nLog in\\nLog in with Facebook\\nLog in with Google\\nOR\\n\\nRemember me\\nForgot password?\\nLog in\\nCREATE ACCOUNT\\nBy creating or logging into an account,\\nyou agree to our Conditions of Use and Privacy Policy\\nLog in with Facebook\\nLog in with Google\\nOR\\nFirst name is required.\\nLast name is required.\\n\\nInvalid password length.\\nAn error occured.\\nSign up\\nRETURN TO LOG IN\\nBy creating or logging into an account,\\nyou agree to our Conditions of Use and Privacy Policy\\nBest Food 2025\\nNear Me\\nDestinations\\nFoods\\nRecipes\\nMap\\nQuality Labels\\nQuiz\\nLog in with Facebook\\nLog in with Google\\nOR\\nSign up\\nAlready have an account? Log in\\nLog in with Facebook\\nLog in with Google\\nOR\\nRemember me\\nForgot password?\\nLogin\\n\\nOverview\\nRecipe\\nWhere to eat\\nComments\\n\\nAuthentic Tangbao Recipe China, Asia\\nJUMP TO RECIPEWe strongly advise you to read the cooking tips before jumping to the recipe though\\nIntroduction & history\\nTangbao is a type of Chinese baozi dumpling that is characterized by the fact that it has a soup filling. It is said that it was first created in Kaifeng, Henan, during Song dynasty. There are many varieties throughout China, xiaolongbao being one of them. They will vary in size, from small to very large ones, and in the fillings, with the most typical ones being pork, crab roe, crab and pork filling. They are steamed and served with a dipping sauce that needs to have some acidity to cut through the greasiness and oiliness. Traditionally, large ones should be consumed by biting into them first, then letting the soup come out and slurping it up and eating them up, as that way there's is less danger from burning one's mouth with the hot soup. The smaller ones are eaten much the same way, except they are usually dipped into the sauce and not drizzled with it.\\nMain ingredients\\n\\n Wheat Flour\\n Ground Pork\\nOR Crab\\n Gelatin\\n Garlic\\n Ginger\\n Scallions\\n Soy sauce\\n Sesame Oil\\n Shaoxing wine\\n Sugar\\n Salt\\n\\nCooking tips\\n\\n\\nwrappers\\nUnlike other kinds of dumpling wrappers which can be store-bought, the wrappers for tangbao should be made from scratch, since store-bought ones simply are not elastic enough to hold the liquid filling. Also, when making the dough for the wrappers, it is a good idea to use only 90% of the flour that the recipe calls for, as that way you will not run the risk of using too much flour. Why is that? Well,... Read more\\n\\n\\nmeat jelly/aspic\\nWhen making meat jelly, or aspic, you should choose cuts with lots of cartilaginous tissue, like pig’s feet for example. However, often just pork rind is used which should be first blanched to remove any impurities, and any fat should be trimmed off before you proceed to make the stock. Also, using aromatics like ginger, green onions and sometimes cooking wine is also a must. Although meat jelly is ... Read more\\n\\n\\nequipment\\nFor making xiaolongbao, there is some equipment you will need that does not necessarily is not part of everyone’s kitchen — a wok, a dowel, and bamboo steaming baskets. Chinese spoon and chopstick can also come in handy. You can surely purchase these in Asian stores, if necessary or order those online.\\n\\n\\nhow to eat tangbao (soup dumplings)\\nPick the dumpling carefully with chopsticks and dip it into the dipping sauce, then place it in a duck spoon — you can use a small bowl instead. Next, pinch open the dumpling and allow the soup to pour out. Carefully slurp the hot soup, then eat the dumpling in one go. Additionally, you can add the sauce to the spoon or to the dumpling for a more intense flavor. Big soup dumplings are typically eaten ... Read more\\n\\n\\nRecipe variations\\n\\n\\n\\n4.5\\nRate It\\nGiant Soup Dumpling (Giant Tangbao)\\nReady in 1d 3h\\nThe following is the recipe for the famed giant soup dumplings. The recipe makes two large soup dumplings, and instructions for the dipping sauce are also included in the recipe. You'll start by preparing an aspic, a gelatinous pork broth that's the secret to the dumpling's soup-like interior and which needs to rest for 24 hours to solidify. The dough is made the following day, as is the filling, which needs to have a paste-like consistency, and the dumplings are then assembled and, ideally, should be steamed in individual bamboo baskets. Apart from their deliciousness, it's also their visual appeal that made them hugely popular.\\n\\n\\n\\n3.8\\nRate It\\nShanghai-style Xiaolongbao\\nReady in 50min\\nThe following is the recipe for traditional Shanghai-style xiaolongbao dumplings. It gives instructions on how to make the wrappers and the pork and jelly filling from scratch. The recipe comes from Clarissa Wei, a freelance journalist and expert on Taiwanese and Chinese cuisine. Made in Taiwan is her first cookbook. We suggest using two wrappers to practice forming a dumpling then use the remaining eight for making the dumplings.\\n\\n\\n\\n4.8\\nRate It\\nWuxi-style Xiaolongbao\\nReady in 55min\\nThe following is the recipe for Wuxi-style xiaolongbao dumplings, which are sweeter and have thinner skin than those from Shanghai. In this variant, the filling is seasoned with oyster sauce, which is both salty and sweet, and sugar, thus resulting in sweeter-tasting dumplings. The recipe gives instructions on how to prepare the wrappers, the pork jelly for the filling, and the filling from scratch. For even more sweet flavor, it's best to pair these dumplings with Chinese black vinegar, which has a slightly sweet and acidic taste.\\n\\n\\nGiant Soup Dumpling (Giant Tangbao)\\nPREP 1h\\nCOOK 2h 40min\\nRESTING 24h\\nREADY IN 1d 3h\\n4.5\\nRate It\\nThe following is the recipe for the famed giant soup dumplings. The recipe makes two large soup dumplings, and instructions for the dipping sauce are also included in the recipe. You'll start by preparing an aspic, a gelatinous pork broth that's the secret to the dumpling's soup-like interior and which needs to rest for 24 hours to solidify. The dough is made the following day, as is the filling, which needs to have a paste-like consistency, and the dumplings are then assembled and, ideally, should be steamed in individual bamboo baskets. Apart from their deliciousness, it's also their visual appeal that made them hugely popular.\\nIngredients\\n2 Servings\\nFOR DOUGH\\n150g (5.3 oz) plain flour\\n90 ml (3 oz) warm water\\na pinch of salt\\nFOR ASPIC\\n100g (3.5 oz) pork bones\\n50g (1.75 oz) pork meat bits\\na pinch of salt\\n500 ml (2 cups + 2 tbsp) water\\nFOR FILLING\\n150g (5.3 oz) minced pork meat\\n8 cubes of aspic, finely chopped\\n1 tbsp shaoxing wine\\n1 tbsp soy sauce\\n½ tbsp sesame oil\\n1 tsp sugar\\n2 garlic cloves, finely chopped\\n2.5 cm (1\\\") ginger, finely chopped\\n3 spring onions, finely chopped\\nFOR DIPPING SAUCE\\n½ tbsp black vinegar\\n1 tbsp soy sauce\\n½ tbsp rice wine vinegar\\n½ tbsp sesame oil\\n2.5 cm (1\\\") piece ginger, finely sliced\\nPreparation\\nStep 1/11\\nThe day before, start preparing the aspic. Add the pork bones, salt, and water to a big enough pot. Cook until boiling, then lower the heat and simmer for 2 hours, covered. Next, strain the broth and divide it between ice cube trays. Refrigerate the trays for 24 hours or until the broth solidifies into a jelly-like consistency.\\nStep 2/11\\nTo make the dough, first, add all the ingredients in a mixing bowl. Stir with chopsticks until the dough comes together. If needed, add more water. Then, transfer onto a previously floured working surface and knead for 10 minutes until elastic and smooth. Wrap in plastic foil and let rest for 10 minutes.\\nStep 3/11\\nAdd all the ingredients for the filling to a large mixing bowl and mix well until it has a nearly paste-like consistency. Keep in the refrigerator until assembly.\\nStep 4/11\\nDivide the dough into two portions. Keep one portion wrapped in plastic wrap to prevent drying.\\nStep 5/11\\nRoll out one portion on a floured surface into a large, round-shaped wrapper about 25cm (10\\\") in diameter with thinner edges and a thicker center.\\nStep 6/11\\nPut half of the filling at the center of the wrapper. Shape the filling so it's 2cm (3/4\\\") thick.\\nStep 7/11\\nTo shape into a dumpling, first, pinch the edges of the dumpling together, then carefully pleat the edges of the wrapper, folding in an anti-clockwise direction, and seal the dumpling securely.\\nStep 8/11\\nMake one more dumpling the same way using the remaining dough and filling.\\nStep 9/11\\nFor the dipping sauce, combine all the ingredients in a small bowl.\\nStep 10/11\\nPlace each dumpling on a round piece of parchment paper, then place them in a steaming basket. Steam for 10 minutes.\\nStep 11/11\\nTransfer onto plates, drizzle with dipping sauce, and serve.\\nDo you prepare this recipe differently or see a mistake?\\nLet us know. We want our recipes to be perfectly authentic.\\nRating And Comments\\n4.5\\n14 BEST ITALIAN PASTA DISH\\nRate It\\nWanna try?\\nAdd To List\\nOther Variations\\n\\n\\n\\n3.8\\nRate It\\nShanghai-style Xiaolongbao\\nReady in 50min\\nThe following is the recipe for traditional Shanghai-style xiaolongbao dumplings. It gives instructions on how to make the wrappers and the pork and jelly filling from scratch. The recipe comes from Clarissa Wei, a freelance journalist and expert on Taiwanese and Chinese cuisine. Made in Taiwan is her first cookbook. We suggest using two wrappers to practice forming a dumpling then use the remaining eight for making the dumplings.\\n\\n\\n\\n4.8\\nRate It\\nWuxi-style Xiaolongbao\\nReady in 55min\\nThe following is the recipe for Wuxi-style xiaolongbao dumplings, which are sweeter and have thinner skin than those from Shanghai. In this variant, the filling is seasoned with oyster sauce, which is both salty and sweet, and sugar, thus resulting in sweeter-tasting dumplings. The recipe gives instructions on how to prepare the wrappers, the pork jelly for the filling, and the filling from scratch. For even more sweet flavor, it's best to pair these dumplings with Chinese black vinegar, which has a slightly sweet and acidic taste.\\n\\n\\nOther authentic recipes\\n\\nWORLD FOOD ATLAS\\n\\n11341traditional dishes\\n6685local ingredients\\n23977authentic restaurants\\n50374food experts\\n\\nContact useditorial@tasteatlas.com\\nSubmit info or photo\\n\\nAbout us\\nSite map\\nPrivacy\\nTerms & conditions\\n\\n© 2025 TasteAtlas - All Rights Reserved\\n\\nFollow us\\n\\n\\n\\n\\n\\n\\n*\\n\"}, {\"type\": \"page\", \"title\": \"What to eat in Nanjing? — 11+ best Nanjing street food & Nanjing famous ...\", \"url\": \"https://livingnomads.com/2023/10/nanjing-street-food/\", \"content\": \"The preparation of Nanjing Salted Duck involves marinating the duck with a mixture of salt, spices, and other seasonings before air-drying or brining it. ... nanjing famous food Tangbao (soup dumplings) Tangbao, also known as soup dumplings, is a type of dumpling filled with a flavorful broth and a mixture of meat and/or vegetables. They are\", \"score\": 0.7001783}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg\", \"image_description\": \"A bamboo steamer contains neatly arranged Nanjing Tangbao, showcasing their delicate, pleated tops and accompanied by a small piece of dipping sauce.\"}, {\"type\": \"image\", \"image_url\": \"https://myriadrecipes.com/wp-content/uploads/2022/03/IMG_2649-615x1024.jpg\", \"image_description\": \"A large, intricately pleated Tangbao filled with aromatic ingredients sits on a black plate, accompanied by a small bowl of dipping sauce featuring sliced ginger and a decorative spoon.\"}, {\"type\": \"image\", \"image_url\": \"https://altadiscus.com/wp-content/uploads/2024/02/tangbao-steaming-process.jpg\", \"image_description\": \"A bamboo steamer filled with steaming Nanjing Tangbao dumplings, delicately shaped and resting on a bed of green leaves, with wisps of steam rising around them.\"}, {\"type\": \"image\", \"image_url\": \"https://images.freeimages.com/images/large-previews/a07/big-meat-dumplings-tangbao-i-1549263.jpg\", \"image_description\": \"A bamboo steamer contains four delicately pleated Nanjing Tangbao dumplings, showcasing their smooth surface and inviting filling.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/05/Nanjing-China-Food_Tangbao5-420x420.jpg\", \"image_description\": \"A spoon holds a juicy, bite-sized Tangbao dumpling, revealing its savory filling, with several additional dumplings in a bamboo steamer in the background.\"}]", "tool_call_id": ""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "**Search"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": " Results:**\n\nThe search results provide valuable information regarding the ingredients, flavor profile, and preparation"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": " of Tangbao. Several websites ([https://altadiscus.com/tang"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "bao-recipe/](https://altadiscus.com/tangbao-recipe/), [https://www.tasteatlas.com/tangbao/recipe](https"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "://www.tasteatlas.com/tangbao/recipe), [https://livingnomads.com/2023/10/nanjing-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "street-food/](https://livingnomads.com/2023/10/nanjing-street-food/)) mention Tangbao as soup-filled dumplings. The filling typically consists of minced pork marinated in soy sauce,"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": " ginger, garlic, sesame oil, and Shaoxing wine. A key element is the gelatinous stock (aspic) that solidifies when chilled and liquefies during steaming, creating the soup inside. The wrappers need to be thin and elastic to hold"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": " the liquid filling. Dipping sauces, often with black vinegar, are served to cut through the richness. Variations include crab roe, crab and pork, and sweeter Wuxi-style xiaolongbao.\n\n**Images:**\n\n```\n![Nanjing Tangbao in a bamboo steamer](https://cdn.tasteatlas.com"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg)\n```\n\n```\n![Intricately pleated Tangbao with dipping sauce](https://myriadrecipes.com/wp-content/uploads"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "/2022/03/IMG_2649-615x1024.jpg)\n```\n\n```\n![Steaming Nanjing Tangbao](https://altadiscus.com/wp-content/uploads/2024/02/tangbao-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "steaming-process.jpg)\n```\n\n```\n![Tangbao dumplings in a bamboo steamer](https://images.freeimages.com/images/large-previews/a07/big-meat-dumplings-tangbao-i-1549263.jpg)\n```\n\n"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": "```\n![Tangbao dumpling with savory filling](https://livingnomads.com/wp-content/uploads/2023/10/05/Nanjing-China-Food_Tangbao5-420x420.jpg)\n```\n\n**Crawled Content:**\n\nI will crawl"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "content": " [https://www.tasteatlas.com/tangbao/recipe](https://www.tasteatlas.com/tangbao/recipe) to get more details about the recipe.\n"} - -event: tool_calls -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-0b1e7950-bd9c-497a-8901-4c1eeb102bd2", "role": "assistant", "finish_reason": "tool_calls", "tool_calls": [{"name": "crawl_tool", "args": {"url": "https://www.tasteatlas.com/tangbao/recipe"}, "id": "", "type": "tool_call"}], "tool_call_chunks": [{"name": "crawl_tool", "args": "{\"url\":\"https://www.tasteatlas.com/tangbao/recipe\"}", "id": "", "index": null, "type": "tool_call_chunk"}]} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "8fb28a4f-8da1-4a98-b8df-44e5db7d8d9e", "role": "assistant", "content": "{\"url\": \"https://www.tasteatlas.com/tangbao/recipe\", \"crawled_content\": \"# None\\n\\n{\\\"data\\\":null,\\\"code\\\":402,\\\"name\\\":\\\"InsufficientBalanceError\\\",\\\"status\\\":40203,\\\"message\\\":\\\"Account balance not enough to run this query, please recharge.\\\",\\\"readableMessage\\\":\\\"InsufficientBalanceError: Account balance not enough to run this query, please recharge.\\\"}\"}", "tool_call_id": ""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": "The crawl tool failed"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": " to retrieve the content from the provided URL due to an insufficient balance error. Therefore, I will"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": " rely solely on the information obtained from the search results.\n\n**Conclusion:**\n\nNanjing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": " Tangbao are soup-filled dumplings characterized by a flavorful broth and a savory filling encased in a delicate, elastic wrapper. The signature ingredients include minced pork, soy sauce,"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": " ginger, garlic, sesame oil, Shaoxing wine, and a gelatinous pork stock (aspic) that creates the soup. The preparation involves marinating the pork,"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": " making the aspic, preparing the dough for the wrappers, filling the dumplings, and steaming them. The flavor profile is rich, savory, and aromatic, often enhanced by a dipping sauce with black vinegar. The sourcing of high-quality pork and"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": " the careful preparation of the aspic are crucial for achieving the authentic taste and texture of Nanjing Tangbao.\n\n**References:**\n\n- [Easy Tangbao Recipe for Juicy Soup Dumplings - altadiscus.com](https://altadiscus."} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": "com/tangbao-recipe/)\n\n- [Tangbao Authentic Recipe - TasteAtlas](https://www.tasteatlas.com/tangbao/recipe)\n\n- [What to eat in Nanjing? — 11+ best Nanjing street food & Nanjing famous ...](https://livingnomads.com/2"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-98e8c366-016a-4f54-b03a-d2bca3be9c9b", "role": "assistant", "content": "023/10/nanjing-street-food/)\n", "finish_reason": "stop"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": "Okay"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": ", I understand the task. I need to research Nanjing Tangbao, focusing on its cultural significance"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": ", modern adaptations, notable establishments, and the impact of tourism. I will use the web"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": " search tool to gather information and the crawl tool if necessary to get more detailed content from specific URLs. Finally, I will synthesize the information into a report with the"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": " specified format, including a list of references at the end.\n\n**Problem Statement**: Research the cultural significance of Nanjing Tangbao in Nanjing and surrounding regions, investigate its"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": " role in local cuisine, traditions, and celebrations, collect information about modern adaptations or variations of the dish, including any fusion or innovative approaches, identify and gather information about famous Nanjing Tangbao restaurants and their signature offerings, including customer reviews and awards"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": ", and examine the impact of tourism on the popularity and availability of Nanjing Tangbao.\n\n**Plan**:\n\n1. Use the `web_search` tool to search for information on the cultural significance of Nanjing Tangbao.\n2. Use"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": " the `web_search` tool to search for modern adaptations and variations of Nanjing Tangbao.\n3. Use the `web_search` tool to search for famous Nanjing Tangbao restaurants and their signature offerings.\n4. Use the `web_search` tool to search for the impact of tourism on Nanjing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "content": " Tangbao.\n5. If necessary, use the `crawl_tool` to extract content from relevant URLs obtained from the search results.\n6. Synthesize the gathered information into a report with the specified format.\n\n**Executing the Solution**:\n"} - -event: tool_calls -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-14a69610-3378-4e9c-8699-5481a7e72007", "role": "assistant", "finish_reason": "tool_calls", "tool_calls": [{"name": "web_search", "args": {"query": "cultural significance of Nanjing Tangbao"}, "id": "", "type": "tool_call"}, {"name": "web_search", "args": {"query": "modern adaptations of Nanjing Tangbao"}, "id": "", "type": "tool_call"}, {"name": "web_search", "args": {"query": "famous Nanjing Tangbao restaurants and signature offerings"}, "id": "", "type": "tool_call"}, {"name": "web_search", "args": {"query": "impact of tourism on Nanjing Tangbao"}, "id": "", "type": "tool_call"}], "tool_call_chunks": [{"name": "web_search", "args": "{\"query\":\"cultural significance of Nanjing Tangbao\"}", "id": "", "index": null, "type": "tool_call_chunk"}, {"name": "web_search", "args": "{\"query\":\"modern adaptations of Nanjing Tangbao\"}", "id": "", "index": null, "type": "tool_call_chunk"}, {"name": "web_search", "args": "{\"query\":\"famous Nanjing Tangbao restaurants and signature offerings\"}", "id": "", "index": null, "type": "tool_call_chunk"}, {"name": "web_search", "args": "{\"query\":\"impact of tourism on Nanjing Tangbao\"}", "id": "", "index": null, "type": "tool_call_chunk"}]} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "c591aa7d-6533-4920-938a-216f08850d58", "role": "assistant", "content": "[{\"type\": \"page\", \"title\": \"What to eat in Nanjing? — 11+ best Nanjing street food & Nanjing famous ...\", \"url\": \"https://livingnomads.com/2023/10/nanjing-street-food/\", \"content\": \"Nanjing, located in Jiangsu province, China, is a city with a rich history and cultural significance. It was the capital of several Chinese dynasties and served as the capital of the Republic of China in the early 20th century. ... nanjing famous food Tangbao (soup dumplings) Tangbao, also known as soup dumplings, is a type of dumpling filled\", \"score\": 0.8025714}, {\"type\": \"page\", \"title\": \"Tang Bao 汤包 - Chinese Food | Study in China\", \"url\": \"https://www.istudy-china.com/tang-bao-汤包-chinese-food/\", \"content\": \"Tangbao, as its name implies, is a kind of steamed stuffed bun, but it has soup in it. ... Longpao Crab Yolk Soup Bag龙袍蟹黄汤包 is a traditional delicacy in Nanjing, which enjoyed a high reputation in the Ming and Qing Dynasties. Its characteristics are that the skin is as thin as paper, it can be broken by blowing bombs, the production\", \"score\": 0.614464}, {\"type\": \"page\", \"title\": \"Nanjing: A Confluence of History, Innovation, and Modernity\", \"url\": \"https://research.nottingham.edu.cn/en/publications/nanjing-a-confluence-of-history-innovation-and-modernity\", \"content\": \"Nanjing, a city with a rich history spanning over two millennia, occupies a unique and revered place in China's past and present. As the capital during several dynasties, including the Ming and early Qing, Nanjing's historical significance is deeply embedded in its cultural and architectural heritage (Rimmer and Dick, Global City Challenges: Debating a Concept, Improving the Practice\", \"score\": 0.60245985}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg\", \"image_description\": \"A bamboo steamer contains neatly arranged Nanjing Tangbao, showcasing their delicate, pleated tops and accompanied by a small piece of dipping sauce.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao3.jpg\", \"image_description\": \"A person is holding a soup-filled tangbao, showcasing its delicate outer wrapper with a bite taken out, revealing the savory filling inside, while additional dumplings sit in a container below.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/05/Nanjing-China-Food_Tangbao5.jpg\", \"image_description\": \"A spoonful of steamed Tangbao is being held, revealing a delicate dumpling with a bite taken out, showcasing its juicy filling, surrounded by more dumplings in a bamboo steamer.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao4-696x401.jpg\", \"image_description\": \"A hand is pouring sauce over a steaming basket of Tangbao dumplings, with a small dish of dark soy sauce at the center, while chopsticks are placed nearby.\"}, {\"type\": \"image\", \"image_url\": \"http://laviezine.com/wp-content/uploads/2015/09/Tangbao-1024x819.jpg\", \"image_description\": null}]", "tool_call_id": ""} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "e3376ba2-0e15-45fe-9a42-5d6516cae5ae", "role": "assistant", "content": "[{\"type\": \"page\", \"title\": \"Jia Jia Tang Bao, Shanghai - Best xiao long bao in Shanghai? - Foodnut.com\", \"url\": \"https://www.foodnut.com/590/jia-jia-tang-bao-restaurant-review-shanghai/\", \"content\": \"Modern day Xiao Long Bao should really be called Nanjing tangbao with the thin skin and lots of soup. The real deal at Fu Chun was meatier with a leaner filling, thicker skinned, and possessed not that much soup. They have several locations in Shanghai. Any real XLB enthusiast needs to understand what authentic XLB is.\", \"score\": 0.59796065}, {\"type\": \"page\", \"title\": \"Jia Jia Tang Bao : Shanghai | Xtreme Foodies\", \"url\": \"https://www.xtremefoodies.com/food-category/Steamed/review/Jia-Jia-Tang-Bao/Xiaolongbao/7186_4288\", \"content\": \"But the Nanjing style, smaller with an almost translucent skin and less meat, has become the preferred style of modern Shanghainese, according to votes on\", \"score\": 0.55275756}, {\"type\": \"page\", \"title\": \"Culinary Delights of the South Capital: Top 10 Foods to Eat in Nanjing\", \"url\": \"https://chinatraveltales.com/article/culinary-delights-of-the-south-capital-top-10-foods-to-eat-in-nanjing\", \"content\": \"Tangbao (Soup Dumplings) Nanjing's version of soup dumplings, known as Tangbao, is a delightful experience for the palate. Slightly different from Shanghai's famous Xiaolongbao, these dumplings are larger with a generous amount of rich broth inside. A straw is often provided to sip the delicious soup before eating the rest of the dumpling\", \"score\": 0.5405607}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg\", \"image_description\": \"A bamboo steamer contains neatly arranged Nanjing Tangbao, showcasing their delicate, pleated tops and accompanied by a small piece of dipping sauce.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao3.jpg\", \"image_description\": \"A person is holding a soup-filled tangbao, showcasing its delicate outer wrapper with a bite taken out, revealing the savory filling inside, while additional dumplings sit in a container below.\"}, {\"type\": \"image\", \"image_url\": \"https://www.mdpi.com/buildings/buildings-13-01468/article_deploy/html/images/buildings-13-01468-g003.png\", \"image_description\": null}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/05/Nanjing-China-Food_Tangbao5.jpg\", \"image_description\": \"A spoonful of steamed Tangbao is being held, revealing a delicate dumpling with a bite taken out, showcasing its juicy filling, surrounded by more dumplings in a bamboo steamer.\"}, {\"type\": \"image\", \"image_url\": \"https://www.mdpi.com/buildings/buildings-13-01468/article_deploy/html/images/buildings-13-01468-g001-550.jpg\", \"image_description\": null}]", "tool_call_id": ""} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "5110a1e6-1be7-4777-b663-a149c81f79a0", "role": "assistant", "content": "[{\"type\": \"page\", \"title\": \"What to eat in Nanjing? — 11+ best Nanjing street food & Nanjing famous ...\", \"url\": \"https://livingnomads.com/2023/10/nanjing-street-food/\", \"content\": \"Yinshi Jishi Tangbao: No. 398 Mochou Road, Baixia District, Nanjing. They’re open every day from 6:30 a.m. to 7:30 p.m, and it costs about 1.8 USD for eight small bite-sized pieces of Tangbao.\\n\\nFuzimiao (Confucius Temple) and Hunan Road are particularly renowned for their Tangbao offerings.\\n\\nPan-fried Beef Dumplings [...] Tangbao are often served with a dipping sauce made from a combination of soy sauce, vinegar, and sometimes ginger or chili oil. This sauce adds an extra layer of tanginess and enhances the overall flavor of the dumplings.\\n\\nNanjing is known for its rich Tangbao culture, and there are numerous restaurants and street food stalls throughout the city that specialize in this dish. Some recommended places for you are: [...] Tangbao, also known as soup dumplings, is a type of dumpling filled with a flavorful broth and a mixture of meat and/or vegetables. They are known for their delicate and thin dumpling wrappers, which contain a hot, savory soup inside.\", \"score\": 0.8332299, \"raw_content\": \"15+ top attractions & best places to visit in Nagoya\\n\\nIbaraki travel blog: The fullest Ibaraki travel guide for first-timers\\n\\n19+ most famous dishes & must try foods in France that…\\n\\nMont Saint-Michel blog: The ultimate Mont Saint-Michel travel guide for first-timers\\n\\n15+ top attractions & best places to visit in Nagoya\\n\\nIbaraki travel blog: The fullest Ibaraki travel guide for first-timers\\n\\nMont Saint-Michel blog: The ultimate Mont Saint-Michel travel guide for first-timers\\n\\nWhat to eat in Malaysia? — 10+ most famous, best dishes…\\n\\n11+ things to know before visiting France for the first time\\n\\n11+ things to know before traveling to Germany on your own\\n\\n17+ most useful, must-have & best apps for Japan travel\\n\\n10 Important Things to Know When Renting a Car in Australia\\n\\n19+ most famous dishes & must try foods in France that…\\n\\nWhat to eat in Malaysia? — 10+ most famous, best dishes…\\n\\n15+ must try dishes in Italy that are authentic\\n\\nMust eat in Germany. 15+ most famous & must try food…\\n\\n23+ most affordable, best budget hotels in Taipei with good reviews\\n\\n20+ best budget & good hostels in Taipei with creative designs\\n\\n20+ top, most beautiful & best resorts in Phuket\\n\\nExplore Keemala resort — The beautiful Keemala’s Bird’s Nest in Phuket\\n\\n10 must-know things for your best first time European river cruise\\n\\nTop 3 best luxury cruises in Halong Bay, Vietnam\\n\\nAll about Thai Songkran 2025. The Songkran festival Thailand 2025 dates…\\n\\n10 travel etiquette tips you should know when visiting Shinto shrines…\\n\\nSapporo Beer Museum Review. Explore & taste draft beer at Sapporo…\\n\\nCherry blossom festival Korea 2025 — Top 5 cherry blossom festivals…\\n\\nJapanese waterfall — Top 10 most beautiful waterfalls in Japan in…\\n\\n19+ most beautiful towns in Europe every tourist need to visit…\\n\\nGeorgia travel photos — 20+ captivating photos show Georgia is heaven…\\n\\nExplore Damnoen Floating Market — The oldest floating market of Thailand\\n\\nVisiting Fenghuang Ancient Town — One of the most charming ancient…\\n\\nMekong Delta travel blog — Beyond rivers of Southwestern Vietnam\\n\\n14 reasons why you should travel when you are young\\n\\nShigaraki Tanuki – An animal symbol of good luck in Japan\\n\\nLiving in the charms of cave houses in Andalucia, Southern Spain\\n\\n20+ jaw-dropping tiny homes around the world\\n\\nWhat to eat in Nanjing? — 11+ best Nanjing street food & Nanjing famous food you must try\\n\\nNanjing, located in Jiangsu province, China, is a city with a rich history and cultural significance. It was the capital of several Chinese dynasties and served as the capital of the Republic of China in the early 20th century. Nanjing is known for its historical sites, beautiful landscapes, and, of course, its culinary specialties. So, what to eat in Nanjing? Let’s check out our suggested 11+ best food in Nanjing, Nanjing famous food and Nanjing street food you must try when coming to this beautiful ancient city!\\n\\nNanjing cuisine is one of the most influential and interesting features of China. Most visitors find the local delicacies here irresistible. Famous for its delicate preparation and rich flavors, each dish has its own charm. Now, let’s explore the best food of Nanjing and try it on your next visit to the “Capital of Six Dynasties” of China.\\n\\nSalted Duck (top nanjing street food)\\n\\nOne of Nanjing’s most beloved dishes is Nanjing salted duck. It is a traditional dish that has been enjoyed for centuries and holds a significant place in the local cuisine. It is a must-try specialty for food enthusiasts visiting the city, offering a unique and flavorful experience.\\n\\nThe preparation of Nanjing Salted Duck involves marinating the duck with a mixture of salt, spices, and other seasonings before air-drying or brining it. Nanjing salted duck has a unique flavor profile. The meat is savory, with a hint of sweetness and a delicate saltiness from the curing process. The skin is thin and crispy, offering a delightful contrast in texture to the tender meat.\\n\\nNanjing salted duck is typically served sliced, either as a standalone dish or as part of a larger meal. It is often accompanied by condiments like soy sauce, hoisin sauce, scallions, and cucumbers. The slices of salted duck can be wrapped in thin pancakes or enjoyed with steamed buns, allowing diners to create their own flavorful combinations.\\n\\nWhere to try salted duck in Nanjing? (nanjing famous food)\\n\\nWhen it comes to enjoying Nanjing salted duck, there are several popular addresses in Nanjing where you can savor this local delicacy. Here are a few renowned places:\\n\\nNanjing Impressions: Hunan Walking Street, No.2 Shiziqiao Hunan Road. They serve authentic salted duck along with other local specialties in a nostalgic and culturally rich atmosphere.\\n\\nLocal Street Food Stalls: In addition to restaurants, you can find street food stalls and local markets in Nanjing where vendors sell salted duck and other local delicacies. These stalls offer a more casual and authentic dining experience, allowing you to immerse yourself in the local food culture.\\n\\nJinling Roast Duck (what to eat in nanjing)\\n\\nJinling roast duck is a famous variation of roast duck that originated in Nanjing. It is named after Nanjing’s historical moniker, “Jinling,” which means “capital of Jin.” Although Jinling roast duck is not as famous around the world as Pecking roast duck in Beijing, its taste and scrumptiousness are just as exceptional.\\n\\nSimilar to other roast duck dishes, Jinling roast duck involves a meticulous preparation process. The duck is first cleaned and dressed, and then it is marinated with a combination of various seasonings and spices. The marinade typically includes soy sauce, ginger, garlic, sugar, and other aromatic ingredients. The duck is left to absorb the flavors for a specific period, ensuring a rich and well-seasoned taste.\\n\\nAfter the preparation process, the duck is traditionally roasted in a closed oven using fruit tree wood as fuel. This roasting technique helps impart a distinctive smoky aroma and a beautiful golden-brown color to the duck. The slow and controlled roasting process ensures that the meat remains tender and succulent while the skin becomes crispy.\\n\\nWhen the roast duck is ready to serve, the meat is tender and juicy, infused with the aromatic blend of spices from the marinade. The skin is thin and crispy, providing a delightful contrast in texture. The combination of the savory meat and the flavorful skin creates a harmonious and satisfying taste.\\n\\nJinling roast duck is typically served sliced, accompanied by thin pancakes or steamed buns. The slices of duck are traditionally enjoyed by wrapping them in pancakes along with condiments like hoisin sauce, cucumber, scallions, and sometimes sugar or garlic paste.\\n\\nWhere to try salted duck in Nanjing? (best food in nanjing)\\n\\nNanjing Impressions: Hunan Walking Street, No.2 Shiziqiao Hunan Road, Nanjing.\\n\\nNanjing Deji Plaza: 18 Zhongshan Rd, Xuanwu District, Nanjing. Deji Plaza is a popular shopping and dining complex in Nanjing. It houses several restaurants that serve Jinling roast duck, allowing you to savor this local specialty while exploring the vibrant city center.\\n\\nFuzimiao (Confucius Temple) area and Shiziqiao Food Street, can also lead you to hidden gems and smaller establishments where you can indulge in authentic Jinling roast duck.\\n\\nDuck Blood Vermicelli Soup\\n\\nDuck blood vermicelli soup, also known as “Ya Xue Fen Si Tang” in Chinese, is a popular dish in Nanjing cuisine. The name of this dish sounds strange and you will surely be very curious, wondering how blood and soup are combined.\\n\\nThe soup is prepared by simmering the ingredients together in a flavorful broth. The duck blood curd is sliced and added to the soup, where it absorbs the flavors of the broth. The vermicelli noodles, duck meat, tofu, mushrooms, and other ingredients are also cooked in the broth until they are tender and infused with the soup’s flavors.\\n\\nDuck blood vermicelli soup has a rich and savory flavor. The broth is usually seasoned with ingredients like soy sauce, ginger, garlic, and sometimes chili or other spices to add a touch of heat. The duck blood curd has a unique gelatinous texture and a mild, slightly metallic taste that blends well with the other ingredients in the soup.\\n\\nIt is typically served hot in a bowl and often garnished with chopped scallions or cilantro for added freshness and flavor. You can find duck blood vermicelli soup easily in Nanjing, especially at food stalls in Fuzimiao food street for only 0.5 USD. You should try this delicious dish.\\n\\nEgg Shaomai\\n\\nEgg shaomai, also known as “Dan Zi Shao Mai” in Chinese, is a popular street food and dim sum dish in Nanjing. It is primarily made with a combination of eggs, ground pork, shrimp, mushrooms, and other seasonings. The filling is typically mixed together and wrapped in a thin, delicate dumpling wrapper. It is a must-try when exploring the local food scene in Nanjing.\\n\\nThe preparation process for egg shaomai involves several steps. The filling ingredients are finely chopped or minced and mixed together with seasonings like soy sauce, ginger, garlic, and sometimes sesame oil or other spices. The mixture is then spooned onto a dumpling wrapper, folded into a pleated shape, and topped with a small piece of shrimp.\\n\\nOnce assembled, the egg shaomai are traditionally steamed in bamboo steamers, allowing them to cook gently and retain their moisture. The steaming process ensures that the dumpling wrappers become soft and translucent while the filling is cooked to perfection.\\n\\nEgg shaomai has a delightful combination of flavors. The filling is savory and rich, with the umami taste of the pork and shrimp complemented by the earthiness of mushrooms and the aroma of seasonings. The addition of the egg provides a silky and creamy texture to the filling, enhancing its overall taste.\\n\\nEgg shaomai is typically served in bamboo steamers, with each steamer holding several pieces of shaomai. It is often enjoyed as a snack or as part of a dim sum meal. The shaomai can be eaten on their own or dipped in condiments such as soy sauce, chili oil, or a combination of sauces for added flavor.\\n\\nWonderful egg shaomai at Halal Ma Xiangxing restaurant is recommended – where the dish was invented for a Chinese general who loved shaomai and shrimp. Here, they use fresh shrimp made into a paste and wrapped in a thin egg-based dumpling. Address: No.32, Yunnan North Road, Gulou District, Nanjing; open daily from 6:30 a.m. to 8:30 p.m.\\n\\nTangbao (soup dumplings)\\n\\nTangbao, also known as soup dumplings, is a type of dumpling filled with a flavorful broth and a mixture of meat and/or vegetables. They are known for their delicate and thin dumpling wrappers, which contain a hot, savory soup inside.\\n\\nThe filling of Tangbao typically consists of minced pork, shrimp, crab meat, or a combination of these ingredients. Other variations may include vegetables such as bamboo shoots or mushrooms. The broth is made by simmering meat or bones, along with aromatic spices and seasonings, to create a flavorful and gelatinous soup.\\n\\nTangbao are traditionally steamed in bamboo steamers, which allows the dumplings to cook gently and retain their shape and juiciness. The steaming process activates the gelatin in the broth, transforming it into a hot, savory soup that is locked inside the dumpling.\\n\\nEnjoying Tangbao is a unique experience. The dumplings are typically served in bamboo steamers or small plates. To eat them, you can use chopsticks to carefully lift a Tangbao from the steamer, taking care not to puncture the delicate wrapper. You can then place the dumpling on a spoon and take a small bite from the corner to release the hot soup. Be cautious as the broth may be hot. You can then savor the combination of the flavorful soup and the filling. You will definitely fall in love with this adorable snack!\\n\\nTangbao are often served with a dipping sauce made from a combination of soy sauce, vinegar, and sometimes ginger or chili oil. This sauce adds an extra layer of tanginess and enhances the overall flavor of the dumplings.\\n\\nNanjing is known for its rich Tangbao culture, and there are numerous restaurants and street food stalls throughout the city that specialize in this dish. Some recommended places for you are:\\n\\nYinshi Jishi Tangbao: No. 398 Mochou Road, Baixia District, Nanjing. They’re open every day from 6:30 a.m. to 7:30 p.m, and it costs about 1.8 USD for eight small bite-sized pieces of Tangbao.\\n\\nFuzimiao (Confucius Temple) and Hunan Road are particularly renowned for their Tangbao offerings.\\n\\nPan-fried Beef Dumplings\\n\\nPan-fried beef dumplings, also known as “Guo Tie” or “Jian Jiao” in Chinese, are a popular street food and snack in Nanjing. Pan-fried beef dumplings are a type of dumplings made with a thin wheat-based wrapper filled with a savory mixture of ground beef and seasonings. They are pan-fried until crispy on the bottom while maintaining a tender and juicy filling.\\n\\nThe filling for pan-fried beef dumplings typically consists of minced or ground beef combined with aromatics such as ginger, garlic, and green onions. Additional seasonings may include soy sauce, sesame oil, and sometimes spices like Sichuan peppercorns for a hint of heat.\\n\\nThe dumplings are cooked in a hot, oiled skillet or pan. They are first placed flat-side down and allowed to cook until the bottom becomes golden and crispy. Water is then added to the pan, and the dumplings are covered to steam. This steaming process helps to cook the filling thoroughly and ensure it remains juicy and tender. Once the water has evaporated, the dumplings continue to fry until the bottom becomes crispy again.\\n\\nPan-fried beef dumplings are typically served with a dipping sauce that adds an extra layer of flavor. Common dipping sauces include soy sauce, vinegar, and sometimes chili oil or sesame oil. Some people also enjoy adding minced garlic or ginger to the dipping sauce for additional zing.\\n\\nWhere to try Pan-fried beef dumplings? (nanjing street food)\\n\\nLiji Halal restaurant: No. 1, Dading Xiang, Pingshi Jie, Baixia District, Nanjing. The restaurant is open from 5:30 a.m. to 7:30 p.m. at a cost of around 0.7 USD for five pieces.\\n\\nPan-fried beef dumplings can also be found in various street food stalls, local eateries throughout Nanjing. They are often freshly made to order, ensuring their crispiness and deliciousness.\\n\\nStinky Tofu\\n\\nStinky tofu, also known as “Chou Dou Fu” in Chinese, is a unique and polarizing street food in Nanjing. Whether you love stinky tofu or find it challenging, it is an intriguing culinary experience that represents the bold and diverse food culture of Nanjing.\\n\\nThe process of making stinky tofu involves several steps. First, fresh tofu is soaked in brine made with various ingredients like fermented vegetables, dried shrimp, and spices. The tofu is then left to ferment for a period of time, from a few days to several weeks, depending on the desired intensity of flavor. After fermentation, the tofu is typically deep-fried until it develops a crispy golden exterior.\\n\\nStinky tofu has a strong and pungent smell, which some describe as resembling rotten garbage or cheese. However, despite its odor, the taste of stinky tofu is often milder and more savory. The fermentation process gives the tofu a unique and complex flavor, with hints of umami and a slightly sour or tangy note.\\n\\nStinky tofu is commonly served as a street food snack in Nanjing. It is often cut into bite-sized pieces and skewered on bamboo sticks. The tofu is then deep-fried until crispy and served piping hot. It can be enjoyed on its own or dipped in a variety of sauces, such as soy sauce, chili sauce, or a combination of sauces to balance the flavors.\\n\\nNanjing is dotted with street food stalls and night markets where you can find vendors cooking up and serving this pungent delicacy. Popular areas such as Fuzimiao (Confucius Temple) and Xinjiekou are particularly known for their stinky tofu offerings.\\n\\nGansi Tofu\\n\\nGansi tofu is another beloved tofu dish in Nanjing, appreciated for its simplicity, gentle flavors, and comforting qualities.\\n\\nThe main components of Gansi tofu are tofu and a clear broth. The tofu used is typically a soft or silken variety that has a smooth and custard-like texture. The broth is made by simmering ingredients such as dried shiitake mushrooms, bamboo shoots, dried shrimp, or chicken bones to extract their flavors.\\n\\nTo make Gansi tofu, the tofu is first cut into small cubes or slices. The broth is prepared separately by simmering the ingredients in water to create a fragrant and flavorful base. The tofu is then gently added to the broth to heat through without breaking apart. The broth provides a savory and aromatic base, while the tofu absorbs the flavors of the broth, adding a creamy and delicate taste to the dish. The combination of the two creates a comforting and satisfying experience.\\n\\nGansi tofu is typically served in a small bowl or individual soup bowls. The tofu cubes are immersed in the broth, and the dish is garnished with chopped green onions or cilantro for added freshness and visual appeal. It can be enjoyed on its own or served alongside other dishes as part of a larger meal. It pairs well with steamed rice, as the rice can be mixed with the broth to create a flavorful combination. Some people also enjoy adding soy sauce, vinegar, or chili oil to enhance the taste.\\n\\nGansi tofu is commonly found in local eateries, traditional restaurants, and even street food stalls in Nanjing. You can enjoy this dish at Nanjing Impressions at No. 2, Shiziqiao, Gulou District for 3.5 USD per bowl.\\n\\nMandarin Sweet and Sour Fish\\n\\nMandarin-style sweet and sour fish, also known as “Tang Cu Yu” in Chinese, is a regional variation of the classic Chinese sweet and sour fish dish. It reflects the culinary style and flavor preferences of the Mandarin cuisine, which is prevalent in the northern regions of China, including Nanjing.\\n\\nThe fish is typically marinated with salt, pepper, and sometimes Shaoxing wine or rice wine for added flavor. It is then coated with cornstarch or a batter made from a combination of flour and cornstarch and deep-fried until golden and crispy. The sauce is prepared separately by combining vinegar, sugar, ketchup, soy sauce, and other seasonings in a wok or saucepan.\\n\\nMandarin sweet and sour fish emphasizes a balance of sweet and sour flavors. The sauce has a tangy and slightly sweet taste, with a hint of saltiness from the soy sauce. Nanjing-style sweet and sour fish often leans towards a slightly sweeter profile compared to other regional variations. The crispy fried fish provides a delightful contrast to the sauce, offering a combination of textures.\\n\\nMandarin sweet and sour fish in Nanjing is typically served hot and garnished with sliced green onions or cilantro for freshness and visual appeal. It is often presented on a large plate or a serving platter, allowing the vibrant fish and sauce to be showcased. This dish is definitely suitable for a warm family meal. So, give it a try when you visit Nanjing!\\n\\nFreshwater Crabs\\n\\nFreshwater crabs, also known as “Nan Jing Da Zha Xie” in Chinese, refer to crabs that are harvested from the rivers, lakes, and fields around Nanjing. They are known for their delicate flavor, tender meat, and unique characteristics specific to the region.\\n\\nFreshwater crabs are often prepared by steaming or boiling to preserve their natural flavors. Before cooking, the crabs are cleaned and seasoned. They are then cooked until their shells turn a vibrant orange-red color. The crabs are typically served whole, and the meat is enjoyed by cracking the shell and extracting it using specialized crab utensils.\\n\\n\\n\\nThere are various ways to enjoy freshwater crabs in Nanjing. Some popular dishes include steamed whole crabs, crab roe xiaolongbao (steamed soup dumplings), crab meat-filled dumplings, stir-fried crab with ginger and scallions, and crab meat fried rice. These dishes showcase the natural sweetness and unique characteristics of the crabs.\\n\\n\\n\\nWhere to try freshwater crabs in Nanjing?\\n\\nGao You Seafood Street: Located in the Gaochun District of Nanjing, this street is lined with seafood restaurants specializing in freshwater field crab dishes. It’s a popular destination for locals and visitors alike.\\n\\nNanjing Hexi Crab Market: This market is dedicated to freshwater field crabs and offers a vibrant atmosphere where you can select live crabs and have them prepared on-site at the market’s restaurants.\\n\\nOf course, there are more options of food when it comes to Nanjing cuisine, but we hope those top specialties of the place will satisfy your food adventure on your next visit to Nanjing.\\n\\n\\n\\nSome best day tours, trips, activities and transfer services, tickets in, from and to Nanjing you can refer to\\n\\n\\n\\nRead more China guide here and Nanjing guide here.\\n\\nRelated articles\\n\\nRELATED ARTICLESMORE FROM AUTHOR\\n\\n15+ top attractions & best places to visit in Nagoya\\n\\nIbaraki travel blog: The fullest Ibaraki travel guide for first-timers\\n\\n19+ most famous dishes & must try foods in France that will impress foodies\\n\\nMont Saint-Michel blog: The ultimate Mont Saint-Michel travel guide for first-timers\\n\\nWhat to eat in Malaysia? — 10+ most famous, best dishes & must try food in Malaysia\\n\\nThe ultimate Pratunam market guide: Experience a shopping paradise in Bangkok\\n\\nWhere to go in Taichung? — 16+ must-go & best places to visit in Taichung\\n\\n22+ top tourist attractions & must see places in Osaka\\n\\n20+ must-go places & best places to visit in Osaka\\n\\nEDITOR PICKS\\n\\n15+ top attractions & best places to visit in Nagoya\\n\\nIbaraki travel blog: The fullest Ibaraki travel guide for first-timers\\n\\n19+ most famous dishes & must try foods in France that...\\n\\nPOPULAR POSTS\\n\\nWhat to buy in USA? — 17+ must buy in USA...\\n\\nWhat to buy in Korea? — Top +23 cheap, famous &...\\n\\nMust buy souvenir in Taiwan — Top 17+ most famous, cheap...\\n\\nPOPULAR CATEGORY\\n\\n\"}, {\"type\": \"page\", \"title\": \"Top 10 Nanjing Food You Must Try - Trip.com\", \"url\": \"https://www.trip.com/guide/food/nanjing-food.html\", \"content\": \"Zhiwei Guan (知味观): A Nanjing institution, Zhiwei Guan serves delicious Tang Bao, with a signature blend of soup and juicy pork filling. Zhu Yansheng Tang Bao (朱延生汤包) : For an authentic taste of this local favorite, head to this long-standing restaurant, famous for its delicate soup dumplings.\", \"score\": 0.81770587}, {\"type\": \"page\", \"title\": \"8 Must-Eats In Nanjing - hiredchina.com\", \"url\": \"https://www.hiredchina.com/articles/8-must-eats-in-nanjing/\", \"content\": \"The most famous place for the dish is Yinshi Jishi Tangbao restaurant, though the flavor can be too sweet for some. If you prefer your dumplings more savory, Liu Changxing restaurant is recommended.\", \"score\": 0.7493996}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg\", \"image_description\": \"A bamboo steamer contains neatly arranged Nanjing Tangbao, showcasing their delicate, pleated tops and accompanied by a small piece of dipping sauce.\"}, {\"type\": \"image\", \"image_url\": \"http://laviezine.com/wp-content/uploads/2015/09/Tangbao-1024x819.jpg\", \"image_description\": null}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/05/Nanjing-China-Food_Tangbao5-420x420.jpg\", \"image_description\": \"A spoon holds a juicy, bite-sized Tangbao dumpling, revealing its savory filling, with several additional dumplings in a bamboo steamer in the background.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/09/16/Tangbao-soup-dumplings-696x522.jpeg\", \"image_description\": \"A bamboo steamer is filled with neatly arranged Tangbao dumplings, showcasing their pleated tops and delicate textures, alongside a pair of chopsticks resting on the rim.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao3-560x420.jpg\", \"image_description\": \"A hand is holding a spoon with a dumpling, showcasing a bite taken out of it, revealing a juicy filling and surrounded by other dumplings in the background.\"}]", "tool_call_id": ""} - -event: tool_call_result -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "b0af7701-6203-4d64-9edc-a22f88097b4c", "role": "assistant", "content": "[{\"type\": \"page\", \"title\": \"[PDF] On Study of “Macro-tourism” Industry Theory\", \"url\": \"https://ccsenet.org/journal/index.php/ijbm/article/download/3779/3389\", \"content\": \"industry, finance and insurance industry, automobile manufacturing, culture and education industry to tourist industry.\\nThe flanking effect of Nanjing tourism refers to that the rise of the leading industry will influence the local social and\\neconomic development. The development of Nanjing tourist industry promotes a new-round city construction and the\\ntangible and intangible cultural heritage protection. Meanwhile, it plays a positive role in displaying the city image of [...] stores, entertainment, exhibition, real estate and other industries.\\nThe recalling effect of Nanjing tourism refers to that the high-speed growth of leading industry creates new demand for\\ninvestment in various elements and thus stimulates the development of these industries. The development of Nanjing\\ntourism stimulates the investment from the construction industry, post and telecommunications communications [...] characteristics of leading industry through the further analysis of the proliferation effect.\\nThe forward effect of Nanjing tourism refers to that the leading industry can evoke new economic activities or derive\\nnew industrial departments and may even establish new platform for the next important leading industry. The\\ndevelopment of Nanjing tourism directly promotes the growth of the local transportation, hotels, scenic spots, retail\", \"score\": 0.72278196, \"raw_content\": \"International Journal of Business and Management September, 2009\\n155\\nOn Study of “Macro-tourism” Industry Theory:\\nA Case Study of Nanjing in China\\nWei Yan\\nJinling Institute of Technology\\nHongjing Avenue No.99, District Jiangning, Nanjing 211169, Jiangsu province, China\\nTel: 86-25-8306-5200 E-mail: yanwei7001@163.com\\nAbstract\\nThe paper analyzes the concept, connotation, industrial components and its symbiotic way of “macro-tourism” from the\\nperspective of industrial economy in combination with the development of Nanjing tourism. The \\\"macro-tourism\\\"\\ntheoretical system initially proposed in the paper gives those cities that are similar to Nanjing in the strength and growth\\nstage of the tourist industry some reference in their tourism growth.\\nKeywords: Macro-tourism, Industry theory, Strategy\\n1. Introduction\\n1.1 Origin and Connotations of “Macro-tourism” Concept\\nIn 1995, the strategic vision of developing macro-tourism was first brought forward by Nanjing Municipal Government\\namong the capital cities of deputy provincial level across the country(Luo Zhijun 2001).The following year saw the\\nsubmission of the research report entitled The Macro-tourism Development in the New Century by the Topic\\nGroup(Topic Group 1996).\\nThere are various opinions about the concept of macro-tourism, though, gradually a certain consensus has been reached.\\nThe author summarizes the opinions as follows:\\nThe so-called macro-tourism, is a concept beyond the tourism itself. That is, a breakthrough to the traditionally narrow\\nand closed concept of tourism. With this concept, tourism is understood as a subsystem under the macro system of local\\nsocio-economic development and the benign interaction between the tourist industry as a subsystem and the\\nsocio-economic development as a macroeconomic system is emphasized. The concept contains the following meanings:\\n1. First of all, the independent industrial status of tourism is recognized, but more emphasis is put on the in-depth\\npotential tapping and integration of the six elements within the value chain of tourism, namely, food, housing,\\ntransportation, travel, shopping, and entertainment. 2. More emphasis is put on the convergence and integration of\\ntourism and other local industries while the independent industrial status of tourism is acknowledged. In other words,\\nthe comprehensiveness, relevance and drive of the tourism is emphasized. 3. With the concept of macro-tourism, we\\ngive priority to the comprehensive benefits of tourism in promoting the local social and economic development, i.e. we\\nnot only pay attention to the economic benefits of tourism itself but value the social and ecological benefits of tourism\\nin improving the local city image, the investment environment, business attraction, employment, environment\\nbeautification and other aspects (Qiao Li and Li Maomin, 2000). It is indeed a concept originated from the local region.\\nSuch concepts as ecological tourism or sustainable tourism are introduced from the international tourism theories.\\nHowever, the concept of macro-tourism emerged in a local background of relatively mature tourism with a history of 30\\nyears.\\nTo sum up, the author thinks the concept of \\\"macro-tourism\\\" can be defined as follows: it is a new concept created in\\nthe context that China’s tourist industry grows relatively mature. First, it is an integrated industrial system made up of\\nthe leading industry of big tourism formed by the six elements of tourist industry, the auxiliary industries directly or\\nindirectly related to the macro-tourism, and the associated industries related to core tourism due to the economic and\\ntechnical ties. It is also a cluster of industries formed when the tourism industry chain deepens and widens due to the\\ncontinuous inward and outward expansion of tourist industry value chain. A prevailing view is that the tourist industry\\nconsists of 58 related industries. See figure 1 for the structure and function of the macro-tourism industrial system.\\nSecondary, it is a mode of tourist industry development mode with focus on the openness, interaction and integrationVol. 4, No. 9 International Journal of Business and Management\\n156\\nbetween the tourist industry and the related industries for the maximum overall benefits of the whole macro-tourism\\nindustrial system as well as the coordinated development of the social-economic-ecological macro-system.\\nInsert Figure 1 here\\nIt is easy to see from the above figure that the macro-tourism industrial structure is featured by objective, overall,\\nhierarchical and dynamic nature. To put it in simple words, the authors holds that “macro-tourism” is reflected by the\\nlarge scale and scope of the tourist industry system as well as its multiple benefits and regional cooperation.\\nThe macro-tourism concept is different from the traditional tourism concept in its new outlook toward resources, market\\nand development.\\nFirst of all, the concept of macro-tourism replaces the tourism resources outlook in the traditional tourism concept with\\nthe theory of “Tourist Attraction”, which ensures the comprehensiveness of tourism. In the traditional tourism concept,\\nwhat attracts the tourists in the tourism destination are natural and human tourism resources. However, in the concept of\\nmacro-tourism, any visible or invisible element that attracts tourists can be regarded as the tourism resources in a broad\\nsense. Such progress in the concept broadens the industrial components of the tourism as well as lays a theoretical\\nfoundation for the tourism to give a full play to its soft strength. For instance, Singapore takes pride in its ability to\\nresolve the housing of its citizens on a tiny land and therefore shows the domestic and overseas tourists its achievements\\nin housing construction as a tourism resource. Coincidentally, the activity of “Millions of citizens tour around Nanjing\\\"\\norganized by the Propaganda Department of the Nanjing Municipal Party Committee has the similar effect.\\nSecondary, the concept of macro-tourism contains the market outlook that the traditional tourism concept is void of.\\nIn the traditional tourism concept, the real tourists refer to those leaving their residence to spend the night elsewhere\\nwith motive to travel and strong capacity to pay the expense; while in the macro-tourism concept, anyone with motive\\nto travel is a tourist regardless of the expense and whether to stay overnight elsewhere or not. For example, the trip rate\\nfor the urban residents in Jiangsu Province was 164.58% in 2005 and that for Nanjing residents was above the average\\nrate with the number of trips 62,000,000 person times. The data are obviously obtained through the statistics according\\nto the macro-tourism concept.\\nThirdly, the development outlook of comprehensive benefits contained in the macro-tourism concept ensures the\\nmultiple benefits. In the traditional tourism concept, the pursuit of maximum self economic benefits is taken as the\\nmajor target and the linkage effect between the social benefits and industrial chains of tourism tends to be neglected.\\nHowever, in the concept of macro-tourism, tourism is nothing but the subsystem of national economy with linkage.\\nTherefore, the focus is put on the self economic benefits as well as its leading function on other industries. It is\\ncalculated that the income of per 1 US dollar in the foreign tourism may add 2.5 US dollars to GDP; while in China, the\\nsame income may add 3.12 US dollars to GDP and add 5.9 US dollars to the FDI.\\n1.2 The Effect of Macro-tourism Industry\\nFrom the standpoint of GDP statistics, the macro-tourism has greater potential than the traditional tourism in promoting\\nthe growth of national economy (Xu Lin and Dong Suocheng 2007) benefits of tourism were reflected by directly\\nadding the economic income of the departments and units engaged in tourism without taking the drive and relevance of\\ntourism into account.\\nFrom the perspective of industry, the macro-tourism has multiple influences on national economy and thus applies\\nstronger impact on GDP. First, take the travel services provided by the domestic tourism enterprises as consumption (C)\\nwhich influences the added value of consumption in GDP accounting; Secondly, take the expenditures on the buildings,\\nfacilities and equipment that the travel services are rely on as investment (I) which influences the added value of\\ninvestment in GDP accounting; Again, the travel consumption by the outbound tourists is taken as imports (M), which\\ninfluences the added value of imports in the GDP accounting; The relevant travel services the domestic tourism\\nenterprises provide to the inbound tourists are taken as exports (X), which influences the added value of exports in the\\nGDP accounting. GDP is calculated in the following equation: GDP = C + I + X – M. Therefore, the macro-tourism has\\na greater potential in promoting the growth of national economy.\\nCompared with the traditional tourism, the macro-tourism industry system has a higher relevance and stronger drive.\\nThe research data suggest that China's international tourism income multiplier is between 3.56 and 4.97, the correlation\\ncoefficient between the international tourism income and the third industry is 0.978, that between the international\\ninbound tourism and export trade is 0.977; and that between the international inbound tourism and investment attraction\\nis 0.943. The above data suggest that due to the development of macro-tourism, the tourism will surely have a stronger\\nimpact on other industries and the local social economic development.\\nCompared with the traditional tourism, the macro-tourism industry system may create more employment opportunities.\\nAs a typical labor-intensive industry, tourism is made one of the industries with the strongest drive to employment due\\nto its strong employment multiplier effect.International Journal of Business and Management September, 2009\\n157\\nIn the project of tourism employment research jointly organized and completed by the National Development and\\nReform Commission and China National Tourism Administration, tourism employment is classified into “employment\\nin tourism core industry”, “employment in Industry with tourism feature”, and “employment in tourism economy”.\\nAmong them, “employment in tourism core industry” refers to the number of direct employment in tourism released in\\nChina’s tourism statistics; “employment in industry with tourism feature” means the employment in the industries\\nrelated to tourism. In fact, the contribution of tourism to the employment in the relevant industries accounts for over\\n10%; “employment in tourism economy” is defined in line with the definition of UNWTO, referring to the employment\\nin the macro-tourism industry composed of tourism and the directly or indirectly related industries. The statistical result\\nshows that the multiplier coefficient between the employment in industry with tourism features and in tourism economy\\nis 1:3 while that between the employment in the tourism core industry and tourism economy is 1:8.\\nCompared with the traditional tourism, the macro-tourism industry system more likely gives birth to new tourism\\nformat which may become a new economic growth point in promoting the tourism economic development.\\nThere exists coordination and innovation effect among the industrial units within the macro-tourism. The 14 industrial\\nand agricultural tourism model areas of state level are the fruit of industrial integration. The agricultural and industrial\\ntourism become the new economic growth points promoting the development of tourism in Nanjing. According to the\\nstatistics of the authorities in charge of tourism, in 2007 the five suburban zones and counties – Jiangning, Lishui,\\nGaochun, Pukou and Luhe received tourists totaled 5,470,000 person times and the total income of tourism reached\\nCNY 6 billion accounting for 9.8% of the total income of tourism across Nanjing for the first time. The fast-growing\\ntourism economy in suburban zones and counties plays an important role in the rapid development of tourism in\\nNanjing.\\n2. Theoretical Foundation for Macro-tourism Industry\\n2.1 The Theory of Industrial Life Cycle\\nThe industrial life cycle refers to the whole period when the industry of certain type emerged till completely retreated\\nfrom the social economic activities. The industrial life cycle mainly includes four phases: naive period, growing period,\\nmaturity period and declining period. The main indexes to recognize the phase of industrial life cycle are: market\\ngrowth rate, demand growth rate, product varieties, number of competitors, entry to and exit from barriers,\\ntechnological renovation and user purchase etc.\\nThe author thinks that as Nanjing tourist industry is at the growing period and its basic task is to further strengthen itself,\\nit is objective and necessary to change the growth mode of Nanjing tourism economy and realize the upgrading of\\ntourist industry by choosing the macro-tourism model to integrate the endogenous and exogenous variables.\\nThe author’s judgment about the life cycle of Nanjing tourist industry is mainly based on the following three points.\\nFirst, recent years have seen the continuous fast growing of Nanjing tourist industry. The total tourism income in\\nNanjing increased to CNY 46.28 billion in 2006 from CNY 22.04 billion in 2002 with an average growth rate of 20%,\\nranking the fourth place for consecutive 4 years among the 15 cities of deputy provincial level across the country. The\\nforeign exchange earnings from international tourism was up to US$ 677 million in 2006 from US$ 323 million in 2002\\nwith an average increase of 20.3%. The number of domestic tourists to Nanjing rose from 20,760,000 person times in\\n2002 to 38,000,000 person times in 2006, increasing at an average rate of 16.3% while the number of overseas tourists\\nto Nanjing went up from 56,130,000 person times in 2002 to 100,920,000 person times in 2006, increasing at an\\naverage rate of 15.8% per year.\\nSecond, there is no sign of growth limit for Nanjing tourist industry even thought it maintains high-speed growth. There\\nwas still a good tendency of fast development for Nanjing tourist industry in 2007. In 2007, the income from tourism\\nwas totaled CNY 61.49 billion, up by 25.2% over the same period of the previous year. The earnings of foreign\\nexchange from tourism were US$ 808 million with year-on-year growth of 19.3%. Nanjing received the domestic and\\noverseas tourists totaling 46,051,200 person times, increasing by 18.1% over the same period of the previous year. The\\nnumber of the overseas tourists totaled 1,161,200 person times and that of the domestic tourists 44,890,000 person times,\\nup by 15.1% and 18.1% respectively. Moreover, Nanjing tourist industry plans to achieve the total tourism income of\\nCNY 100 billion by the year 2010.\\nThird, there is a large stock in the Nanjing tourist industry without reduction in growth rate. Up to the end of 2007, there\\nwere 436 travel agencies in Nanjing, an increase of 26 over the end of the previous year. There were 143 tourism-star\\nhotels, up by 6; 31 four-star and five-star hotels, up by 9. 35 scenic spots of A level, increasing by 7 as against the end\\nof the previous year. There were 14 industrial and agriculture model areas of the national level.\\n2.2 Proliferation Effect Theory of Leading Industry\\nU.S. development economist Rostow believes that no matter what the period is, even in a mature and growing economic\\nsystem, economic growth remains as a result of the rapid expansion of the few leading departments, and such anVol. 4, No. 9 International Journal of Business and Management\\n158\\nexpansion also exerts a significant influence on other industries, that is the proliferation effect of leading industry,\\nincluding recalling effect, flanking effect and forward effect. This is known as the Rostow Proliferation effect theory of\\nleading industry.\\nIn 2007, the total income from Nanjing tourism accounted for 18.78% of GDP and 38.82% of the added value of the\\nthird industry. From these two data we can easily come to the conclusion that Nanjing tourism, as a pillar industry, is\\ntaking the lead in the third industry. What’s more, we may conclude that Nanjing tourist industry is equipped with the\\ncharacteristics of leading industry through the further analysis of the proliferation effect.\\nThe forward effect of Nanjing tourism refers to that the leading industry can evoke new economic activities or derive\\nnew industrial departments and may even establish new platform for the next important leading industry. The\\ndevelopment of Nanjing tourism directly promotes the growth of the local transportation, hotels, scenic spots, retail\\nstores, entertainment, exhibition, real estate and other industries.\\nThe recalling effect of Nanjing tourism refers to that the high-speed growth of leading industry creates new demand for\\ninvestment in various elements and thus stimulates the development of these industries. The development of Nanjing\\ntourism stimulates the investment from the construction industry, post and telecommunications communications\\nindustry, finance and insurance industry, automobile manufacturing, culture and education industry to tourist industry.\\nThe flanking effect of Nanjing tourism refers to that the rise of the leading industry will influence the local social and\\neconomic development. The development of Nanjing tourist industry promotes a new-round city construction and the\\ntangible and intangible cultural heritage protection. Meanwhile, it plays a positive role in displaying the city image of\\nNanjing, optimizing the investment environment and promoting the environment protection.\\nThe comprehensive, open and interactive tourist industry of Nanjing coincides with the proliferation effect of leading\\nindustry. This, again proves that the concept of macro-tourism is scientific and feasible.\\n2.3 Symbiosis Theory\\nThe term Symbiosis was first originated from biology and presented by Germany mycologist Anton de Bary in 1879,\\nmeaning “Creatures of different species live together linked by some substance.” After 1950s, the symbiosis theory has\\nbeen applied to many fields of social study. In general sense, symbiosis refers to the relation formed between the\\nsymbiotic units in some symbiotic mode in a certain symbiotic environment. It consists of three elements, namely,\\nsymbiotic unit, mode and environment. Among them, symbiotic unit refers to the basic energy production and exchange\\nunit of symbiosis, i.e. the basic material condition to form the symbiosis. The symbiotic environment refers to the\\nexterior conditions for the existence and development of symbiosis.\\nThe industry of macro-tourism meets the requirements of symbiosis theory for three elements. The tourist industry and\\nthe relevant 58 industries constitute the symbiotic unit. There are various interaction between the symbiotic units\\ncontained in the industry of comprehensive tourist in a certain socio-economic context, which means the existence of\\nsymbiotic model.\\nAccording to the symbiosis theory, there exists self-organization process between the units of the macro-tourism\\nindustry as well as the individuality of symbiotic process which is demonstrated as the coordination and even\\ninnovation among the units of each industry. That is to say, according to the symbiosis theory, the macro-tourism is not\\nmerely the simple sum of the units of each industry. Instead, there exists the coordination effect of “1+1>2” and it is\\npossible to create new industries through the integration of existing industries.\\n3. The Symbiosis Model within the Macro-tourism Industry\\nThe ideal symbiosis model in the industry of macro-tourism is the combination of symmetrical mutually-beneficial\\nsymbiotic model with the integrated symbiotic organizational model.\\nWithin the industry of macro-tourism, each industry maintains association by means of products, labor, technique,\\nemployment and investment with tourism as the center, which is the basis for the existence of the industry of\\nmacro-tourism. However, those concepts used to express the industrial association in the traditional industrial economy\\nlike forward association and backward association, one-way association and round-way association, direct association\\nand indirect association can only explain the internal association of the macro-tourism industry in superficial level.\\nMoreover, we analyze the industrial association of macro-tourism to promote the development of macro-tourism\\nthrough the understanding of its internal logic structure. Therefore, it is necessary to analyze the ways of industrial\\nassociation of macro-tourism by implanting the relevant theories of other specialties. The symbiosis theory mentioned\\nabove is a good choice.\\nIn the symbiosis theory, the way of interaction between the symbiotic units or the form of combination is known as\\nsymbiotic model, including four symbiotic behavior patterns - Parasitic, symbiotic partial benefit, mutual\\nnon-symmetrical symbiotic and mutually symbiotic symmetry and four symbiotic organization patterns - point\\nsymbiosis, intermittent symbiosis, continuous symbiosis and integration symbiosis.International Journal of Business and Management September, 2009\\n159\\nIt should be said that the ideal symbiotic model between the industries of macro-tourism is the combination of\\nmutually-beneficial symbiotic model with the integration symbiotic organizational model. The \\\"symmetric\\nmutually-beneficial symbiosis\\\" behavior pattern and \\\"the integration symbiosis\\\" organizational model are the ideal\\napproach to achieve Win - Win and Multi – win. “Symmetric mutually-beneficial symbiosis” is the basic direction and\\nfundamentals for the evolution of symbiotic system. The symmetric mutually-beneficial symbiosis state may reach\\nPareto optimal and meanwhile is the best incentive-compatible status or state of the best allocation of resources.\\n“Integration symbiosis” means that there are stable leading symbiotic interface and domination media between the\\nsymbiotic units so that the symbiont with independent nature and function is formed. The all-direction communication\\nand interaction ensures stable symbiotic relations.\\nNevertheless, it is pity that the symbiotic model among the industries of the macro-tourism in Nanjing is just at the\\nphase when the non -symmetrical mutually-beneficial symbiosis and the continuous symbiosis are combined. The\\ncombination of symmetrical mutually-beneficial symbiosis and the integration symbiosis should be the target for the\\ndevelopment of the industry of macro-tourism in Nanjing, which marks the real maturity of the industry.\\n4. How to Measure the Degree of Integration\\nThe symbiotic model between the industries of Nanjing macro-tourism is at the phase of non-symmetrical\\nmutually-beneficial symbiosis and continuous symbiosis.\\nAccording to the interactive relationship between the service industry and manufacturing industry and agriculture in\\nJiangsu province, we may infer that the interaction between the Nanjing tourist industry and the relevant industries is\\nnon-equilibrium and the integration of the industries of the macro-tourism is just at the beginning.\\nFrom Lyon Ti-fu matrix (table 1), we may find that whenever the final use is increased by 1 unit in the manufacturing\\nindustry, the influential factor on the demand for the same industry could be 2.692794 and that for service industry is\\njust 0.336495; whenever the final use is increased by 1 unit in agriculture, the influential factor on the demand for the\\nsame industry is 1.377853 while that for service industry is just 0.185153. Meanwhile, the influential factor of service\\nindustry on manufacturing industry, agriculture and the same industry is 0.592797, 0.110273 and 1.378234 respectively.\\nIt shows that the influence of the production of manufacturing industry, agriculture and service industry on the same\\nindustry is above the average level of impact on the entire society while the influence of one industry on the other two is\\nrelatively low. So we may conclude that the three industries are featured with internal cycle of high level but there is\\nlow association among the three industries (Yu Minghua 2007).\\nDue to the limit of statistical data, we may understand the service industry as tourist industry and take manufacturing\\nindustry and agriculture as the tourism-related industry. Generally such a qualitative conclusion can be reached that\\ntourist industry is interdependent on other related industries but such dependence is not balanced. The reliance of the\\nrelated industries on the tourist industry is relatively low (the comprehensive influential factor of manufacturing\\nindustry and agriculture on service industry is 0.521648) while the reliance of the tourist industry on the related\\nindustries is comparatively high (the comprehensive influential factor of service industry on manufacturing industry and\\nagriculture is 0.703070). It shows that the integration of tourist industry and the related industries are at an earlier phase\\nin the industrial chain. There is not a notable tendency for the integration of the tourist industry and the related\\nindustries.\\nInsert Table 1 here\\nThe table 2 shows that the direct consumption coefficient and the total consumption coefficient of tourist industry to the\\nmanufacturing industry are 0.001079 and 0.006643 respectively, ranking the 16th in the service industry (the author has\\ndoubts on the statistical standards applied here). The data proved the above conclusion from another side (Yang Xuan,\\n2006).\\nInsert Table 2 here\\n4.1 The Integration Mode between the Industries of Macro-tourism\\nIn the symbiosis of the macro-tourism industry, there is pervasiveness between the symbiotic units of tourism and new\\ntourist industry system can be formed by the wide integration with other industries. The tourism symbiotic units can be\\nembedded in the related industries and give the industries the tourism function and thus promoting the development of\\nthe related industries so as to form the symbiotic and win-win effect. Besides, we may search the relevant matching\\nintegrated unit among different industries with the tourism symbiotic unit as the center so as to form the tourist products\\nsatisfying the needs of tourist market and to realize the optimization and upgrading of the structure of tourist products\\n(Wang, Huimin, 2007). There are following types for the integration in the practice of tourist industry.\\n(1) Associative integration. The mutual integration between the tourist industry and other industries forms new format\\nof tourist industry and construct the compound new system of tourist industry and thus realizing the connection of the\\ntourist elements with other industries. Such integration forms integrative new industrial system by giving the originalVol. 4, No. 9 International Journal of Business and Management\\n160\\nindustry the new additional function and stronger competitiveness. When tourist function is integrated into industry,\\nagriculture and real estate, the new-type industrial format with mutual penetration to tourist industry is formed such as\\nindustrial tourism, agricultural tourism, landscape real estate and timeshare, sports tourism, cultural tourism and\\nrehabilitation tourism.\\n(2) Functional integration. In the regional social economic construction especially in the construction of key projects,\\nwe should integrate the tourist function consciously to realize the integrative development of tourist industry and\\nregional social economic construction. For instance, the TV tower in Shanghai – the Pearl of the Orient became the\\nsymbolic tourism landscape of Shanghai; The hundred of stores and 7 theme parks on the airport of Singapore enriches\\nthe local tourist products as well as upgrades the recreational function and reputation of infrastructure; the\\nNanjing-Hangzhou ecological expressway and Cross-sea bridge at Hanghzou bay recently completed are both\\nintegrated with the tourist function in the transport infrastructure.\\n(3) Structural integration. The reorganization integration between the elements within the tourist symbiotic units may\\nbring about the new multi-function tourist products through the mutual integration of tourist elements with various\\nfunctions. For instance, the Disneyland of Hong Kong jointly launched the low-price tour package of \\\"Hotel + Air +\\ntickets\\\" with United Airlines after integrating the hotels and amusement parks affiliated with it. Nanjing Sun Yetsen\\nMausoleum Scenic area enjoys a high reputation in the tourist market nationwide and possesses its resort hotels so it\\ncould have a try like Disneyland.\\n4.2 Strategy for the Development of Macro-Tourism Industry in Nanjing\\nThrough the above analysis, the author argues that “macro-tourism” is not only a slogan brought forward by Nanjing\\nMunicipal Government but also supported by deep connotations and broad industrial development theories.\\nMacro-tourism is basically characterized by comprehensiveness, openness and interaction. Therefore, we have to follow\\nits own rules in the course of developing the industry of macro-tourism in Nanjing.\\nFrom the perspective of tourism management system, we will further give play to the functions of Nanjing\\nTourism Steering Committee. Nanjing Tourism Bureau is in the dilemma of \\\"Big industries with small functions”. It is\\nnot easy for the bureau to undertake the major task of developing Nanjing’s macro-tourism industry. In this regard\\nShanghai has experience for Nanjing to follow. In 2007, Shanghai Government made the strategy of developing tourist\\nindustry: “Promote the industrial integration and form the macro-tourism economy typical of Shanghai. The proposition\\nand implementation of this strategy is based on the organizational form of Shanghai Tourism Management Committee\\nwho is led by the deputy mayor in charge of tourism and whose members include the person in charge of each\\ndepartment involved in the industry of macro-tourism. Such management system guarantees the implementation of the\\nstrategy of macro-tourism in Shanghai (Liu, Chen, 2007).\\nFrom the perspective of income from tourism, we shall increase the proportion of flexible tourist consumption in\\nthe total income of tourism. Among the six tourism elements, namely, food, housing, transportation, travel, shopping,\\nand entertainment, the first four rigid tourist consumption accounts for 70% of the total income from tourism in Nanjing\\nwhile the last two 30%. In contrast, shopping and entertainment accounts for 60% of the total income in Hong Kong\\nboasting of developed tourist industry. The contrast shows the low penetration of Nanjing tourism to relevant industries.\\nHowever, it also suggests the potential and future target of Nanjing tourism from another angle.\\nTo perfect Nanjing tourist product lines, strengthen the attraction of tourism and prolong tourists’ stay.In\\naddition to the traditional tourist products, we should make efforts to develop such products as business travel, holiday\\ntravel, sports travel, study travel, ecological travel and self-driving travel.\\nTo strengthen the industry integration, create new-style tourism format and promote the development of Nanjing\\ntourism economy.We should strengthen the integration of tourism with the relevant industries and vigorously develop\\nagriculture tourism, industrial tourism, education tourism, exhibition tourism and city park leisure tourism, etc. so as to\\npromote the social economic development of Nanjing with the framework of macro-tourism.\\nTo develop the industry of macro-tourism in Nanjing, we should strengthen the regional cooperation of different\\nlevels.Regional tourism cooperation is far from a fresh topic for Nanjing tourist industry. So far Nanjing has joined\\nsome regional tourism cooperation organization including the Nanjing-Zhenjiang-Yangzhou Tourist Area with Nanjing\\nas the center and the Yangtze River Delta tourism cooperation organization with members from some developed areas.\\nAmong them, the Nanjing-Zhenjiang-Yangzhou Tourist Area and Nanjing Metropolitan Area converge to some extent.\\nTo develop the industry of macro-tourism in Nanjing, we should pay special attention to exert the social benefits\\nof tourist industry. With cultural connotations and economic characteristics, tourist industry is a kind of cultural\\nindustry in a broad sense. As its focus on the unification of social, economic and ecological benefits, the industry of\\nmacro-tourism should consciously play its positive role in shaping the city image of Nanjing, enhancing the soft\\nstrength of the city, optimizing the investment environment, improving the life quality of Nanjing citizens and raising\\nthe public happiness index. The social benefits of tourist industry are reflected by its role as a bridge. “Tourism lays aInternational Journal of Business and Management September, 2009\\n161\\nfoundation for the business and trade”. For example, the Plum Flower Festival, Osmanthus Festival and Yangtze River\\nInternational Tourism Festival lay a sound foundation for the economic growth of Nanjing.\\nTo develop the industry of macro-tourism in Nanjing, we should strengthen the association between the tourism\\neconomy and the overall social –economic development of local region and serve the local economic development.\\nFor example, like the national macro economy, Nanjing regional economy is also confronted with a series of pressure\\nsuch as the urban-rural dual structure issue, inflation, the impact of RMB appreciation and employment pressure, etc. To\\nfollow and serve the local economic development with tourism, we should take advantage of the characteristics of\\ntourism when taking the macro economy into consideration. The specific measures include: developing agriculture\\ntourism, no arbitrary price hikes, properly encouraging the local residents for outbound tourism, actively attracting labor\\nemployment based on the labor-intensive feature of tourism.\\nIn short, to develop the macro-tourism in Nanjing, we should understand the tourist industry as a whole. We should take\\nthe composition of all the industries of tourism into full consideration and observe the development of the tourist\\nindustry from the perspective of big region, big market, big features and big coverage. We should develop the tourism\\nunder the concern and support of the whole society.\\n5. Conclusion\\nThe author has been pondering in the course of writing on such a question: why is the slogan of “macro-tourism”\\npresented as early as 13 years ago mentioned today? There could be three answers as follows: first, the presentation,\\ndevelopment and maturity of “macro-tourism” is going gradually; second, the model of “macro-tourism” is the natural\\nchoice for the development of China’s tourist industry; third, we used to understand “macro-tourism” as a single slogan\\nso our shallow academic research on it resulted in the practice failure.\\nThe paper offers a basic framework for the theoretical research on the industry of macro-tourism in Nanjing by\\nanalyzing the concept, connotations of macro-tourism and relations between its industries as well as the symbiotic\\nmodel and development path.\\nAcknowledgement\\nI would like to express my thanks to Feng Nianhua, Zhang Weiya, Tang Shu, Yu Shihai, Li Na, Dai Xinyi from the\\nTourism Management Department of Jinling Institute of Technology for their helps in my writing of the paper.\\nI would like to acknowledge the financial support received from Jiangsu Government Study Aboard scholarship for this\\nstudy.\\nReferences\\nLiu, Chen. (2007). City Tourism in Shanghai. Shanghai Economy, 5, 10-11.\\nLuo, Zhijun and Yu, Xuecai. (2001). Research on the Feasibility of Building Nanjing into a Big Tourist City. Tourism\\nTribune, 1, 38-42.\\nQiao, Li and Li, Maomin. (2000).The concept of “macro-tourism” and the development of tourism in the 21 st century.\\nShandong Social Science,5, 40-43.\\nTopic Group of CPPCC in Nanjing. (1996). The Nanjing Tourism Development in the New Century. Social Sciences in\\nNanjing, 11, 66-73.\\nWang, Huimin. (2007). New Concept on the development of tourist industry: 5C Model. China Industrial Economy, 6,\\n13-20.\\nXu, Lin and Dong, Suocheng. (2007). Macro-tourism and its development impacts and benefits: A case study of Gansu\\nProvince. Geographical Research, 2, 414-427.\\nYang, Xuan. (2006). The Flourishing Development of Nanjing Tourism Industry. Statistical information of Nanjing\\nBureau of Statistics, 80 th issue, released on November (12).\\nYu, Minghua. (2007). On Industry Integration and the Development of Jiangsu Service Industry. Statistical analysis\\ninformation of Jiangsu Bureau of Statistics, 091st issue, released on December (25).\\nTable 1. Lyon Ti-fu factor coefficient among the main industries of Jiangsu Province\\nIndustry Agriculture Manufacturing industry Service industry\\nAgriculture 1.377853 0.219731 0.110273\\nManufacturing industry 0.687762 2.692794 0.592797\\nService industry 0.185153 0.336495 1.378234Vol. 4, No. 9 International Journal of Business and Management\\n162\\nTable 2. The consumption coefficient of service industry to manufacturing industry in Jiangsu Province\\nIndustry Direct consumption\\ncoefficient Rank\\nTotal\\nconsumption\\ncoefficient\\nOrdering\\nService industry 0.160199 0.592797\\nTransportation and warehousing industry 0.220025 4 0.636440 3\\nPostal industry 0.061469 15 0.151408 15\\nInformation transmission, computer\\nservices and software industry 0.258111 2 0.665098 2\\nWholesale and retail trade 0.122050 10 0.312134 10\\nAccommodation and catering industry 0.093579 11 0.232378 13\\nFinance and insurance industry 0.126242 9 0.315700 9\\nReal estate 0.081259 14 0.208066 14\\nLeasing business services 0.090852 12 0.245489 11\\nTourist industry 0.001079 16 0.006643 16\\nScientific research 0.174717 7 0.457298 7\\nComprehensive technical service industry 0.088813 13 0.235034 12\\nOther social service industry 0.185162 6 0.476620 6\\nEducation 0.128136 8 0.315858 8\\nHealth, social security and social welfare 0.456463 1 1.123941 1\\nCulture, sports and entertainment 0.238703 3 0.592508 4\\nPublic administration and social organizations 0.199278 5 0.490947 5International Journal of Business and Management September, 2009\\n163\"}, {\"type\": \"page\", \"title\": \"[PDF] A study on the sustainability of rural ecotourism in Nanjing, Jiangsu ...\", \"url\": \"http://www.diva-portal.org/smash/get/diva2:1782094/FULLTEXT01.pdf\", \"content\": \"Sustainable tourism aligns with the principles of sustainable development and takes into account the social, economic, and ecological impacts of tourism\", \"score\": 0.54985875}, {\"type\": \"page\", \"title\": \"Analysis of the tourism-economy-ecology coupling coordination and ...\", \"url\": \"https://www.sciencedirect.com/science/article/pii/S1470160X23010002\", \"content\": \"Missing: Nanjing Tangbao?\", \"score\": 0.5010992}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao3.jpg\", \"image_description\": \"A person is holding a soup-filled tangbao, showcasing its delicate outer wrapper with a bite taken out, revealing the savory filling inside, while additional dumplings sit in a container below.\"}, {\"type\": \"image\", \"image_url\": \"https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg\", \"image_description\": \"A bamboo steamer contains neatly arranged Nanjing Tangbao, showcasing their delicate, pleated tops and accompanied by a small piece of dipping sauce.\"}, {\"type\": \"image\", \"image_url\": \"https://livingnomads.com/wp-content/uploads/2023/10/05/Nanjing-China-Food_Tangbao5.jpg\", \"image_description\": \"A spoonful of steamed Tangbao is being held, revealing a delicate dumpling with a bite taken out, showcasing its juicy filling, surrounded by more dumplings in a bamboo steamer.\"}, {\"type\": \"image\", \"image_url\": \"https://mize.tech/wp-content/uploads/2023/06/Mize_Imgs-06-1024x1024.jpg\", \"image_description\": \"The content outlines four economic impacts of tourism in Taiwan, focusing on infrastructure development, cultural preservation, natural resources, and local entrepreneurship growth.\"}, {\"type\": \"image\", \"image_url\": \"https://seepositive.in/wp-content/uploads/2023/11/11am-2.jpg\", \"image_description\": \"A vibrant collage features iconic landmarks like the Statue of Liberty, Big Ben, the Eiffel Tower, and the Leaning Tower of Pisa, symbolizing the impact of tourism on global culture.\"}]", "tool_call_id": ""} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "**Search"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " Results**\n\n* **Cultural Significance**: Nanjing Tangbao, also known as soup"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " dumplings, are a traditional delicacy in Nanjing, enjoying a high reputation since the Ming and Qing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " Dynasties [https://www.istudy-china.com/tang-bao-%E6%B1%A4%E5%8"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "C%85-chinese-food/]. Nanjing, as a city with a rich history and cultural significance, features Tangbao as one of its culinary specialties"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " [https://livingnomads.com/2023/10/nanjing-street-food/].\n* **Modern Adaptations**: Modern Xiao Long Bao are considered by some to be Nanjing Tangbao, characterized"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " by a thin skin and lots of soup [https://www.foodnut.com/590/jia-jia-tang-bao-restaurant-review-shanghai/]. The Nanjing style Tangbao is smaller, with an almost translucent"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " skin and less meat, which has become a preferred style [https://www.xtremefoodies.com/food-category/Steamed/review/Jia-Jia-Tang-Bao/Xiaolongbao/7186_4288]. Nanjing's Tangbao is slightly"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " different from Shanghai’s Xiaolongbao, being larger with a generous amount of rich broth inside, often served with a straw [https://chinatraveltales.com/article/culinary-delights-of-the-south-capital-top-10-foods-to-eat-in-nanjing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "].\n* **Notable Establishments**: Yinshi Jishi Tangbao at No. 398 Mochou Road is a recommended place to try Tangbao [https://livingnomads.com/2023/10/nanjing-street-food/]. Fuzimiao (Confucius Temple)"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " and Hunan Road are also renowned for their Tangbao offerings [https://livingnomads.com/2023/10/nanjing-street-food/]. Other famous restaurants include Zhiwei Guan and Zhu Yansheng Tang Bao [https://www.trip.com/guide/food/nanjing-food"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": ".html]. Liu Changxing restaurant is recommended for those who prefer more savory dumplings [https://www.hiredchina.com/articles/8-must-eats-in-nanjing/].\n* **Impact of Tourism**: The rise of tourism in Nanjing promotes the protection of tangible and intangible cultural heritage ["} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "https://ccsenet.org/journal/index.php/ijbm/article/download/3779/3389]. The development of Nanjing tourism directly promotes the growth of local transportation, hotels, and retail stores [https://ccsenet.org/journal/index.php/ij"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "bm/article/download/3779/3389].\n\n**Crawled Content**:\n\nNo crawling was necessary as the search results provided sufficient information.\n\n**Conclusion**:\n\nNanjing Tangbao holds significant cultural importance in Nanjing and surrounding regions, playing a role in the local cuisine and traditions. Modern"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " adaptations include variations in size, skin thickness, and filling, with some preferring the Nanjing style over the Shanghai Xiaolongbao. Numerous restaurants and street food stalls specialize in Tangbao, with Yinshi Jishi Tangbao being a frequently recommended establishment. Tourism significantly impacts the popularity and availability of Nanjing Tangbao, contributing to the protection"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " of cultural heritage and the growth of related industries.\n\n**Images**\n\n![Nanjing Tangbao](https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac483dfaecb7.jpg)"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "\n\n![Tangbao Dumpling](https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao3.jpg)\n\n**References**:\n\n- [What to eat in Nanjing? — 11+ best Nanjing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": " street food & Nanjing famous ...](https://livingnomads.com/2023/10/nanjing-street-food/)\n\n- [Tang Bao 汤包 - Chinese Food | Study in China](https://www.istudy-china.com/tang-bao-%E6%B1%"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "A4%E5%8C%85-chinese-food/)\n\n- [Jia Jia Tang Bao, Shanghai - Best xiao long bao in Shanghai? - Foodnut.com](https://www.foodnut.com/590/jia-jia-tang-bao-restaurant-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "review-shanghai/)\n\n- [Jia Jia Tang Bao : Shanghai | Xtreme Foodies](https://www.xtremefoodies.com/food-category/Steamed/review/Jia-Jia-Tang-Bao/Xiaolongbao/7186_4"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "288)\n\n- [Culinary Delights of the South Capital: Top 10 Foods to Eat in Nanjing](https://chinatraveltales.com/article/culinary-delights-of-the-south-capital-top-10-foods-to-eat-in-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "nanjing)\n\n- [Top 10 Nanjing Food You Must Try - Trip.com](https://www.trip.com/guide/food/nanjing-food.html)\n\n- [8 Must-Eats In Nanjing - hiredchina.com](https://www.hiredchina.com"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "researcher", "id": "run-118c33f7-5f83-4b33-b004-0cdfe67cca42", "role": "assistant", "content": "/articles/8-must-eats-in-nanjing/)\n\n- [PDF] On Study of “Macro-tourism” Industry Theory](https://ccsenet.org/journal/index.php/ijbm/article/download/3779/3389)\n", "finish_reason": "stop"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "#"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " Nanjing Tangbao"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": ": A Culinary Specialty\n\n## Key Points\n\n- Nanjing Tangbao are soup-filled dumplings"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " with a rich history and cultural significance in Nanjing, dating back to the Ming and Qing Dyn"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "asties.\n- Key characteristics include a thin, almost translucent skin, a generous amount of rich broth, and a savory filling, often featuring minced pork and flavorful"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " seasonings.\n- Modern adaptations of Tangbao include variations in size, skin thickness, and filling, with some preferring the Nanjing style over the Shanghai Xiaolongbao"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": ".\n- Numerous restaurants and street food stalls specialize in Tangbao, with Yinshi Jishi Tangbao and Fuzimiao being frequently recommended establishments.\n- Tourism in Nanjing significantly impacts the popularity and availability of Nanjing Tangbao, contributing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " to the protection of cultural heritage and the growth of related industries.\n- Preparation involves making a gelatinous pork stock (aspic) that melts into soup when steamed, and high-quality pork is crucial for authentic taste and texture.\n\n## Overview\n\n"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "Nanjing Tangbao, also known as soup dumplings, are a traditional delicacy in Nanjing. They have a long history and are culturally significant to the region. These soup-filled buns are known for their flavorful broth and savory filling encased in a delicate wrapper. The meticulous preparation and unique characteristics contribute to their cultural significance in Nanjing.\n\n##"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " Detailed Analysis\n\n### Historical and Cultural Significance\n\nNanjing Tangbao has a high reputation dating back to the Ming and Qing Dynasties. Nanjing, as a city with a rich history, features Tangbao as one of its culinary specialties. The rise of tourism in Nanjing promotes the protection of tangible and intangible cultural heritage.\n\n###"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " Characteristics and Ingredients\n\nNanjing Tangbao are characterized by a thin skin and lots of soup. The Nanjing style Tangbao is smaller, with an almost translucent skin and less meat, which has become a preferred style. Key ingredients include minced pork, soy sauce, ginger, garlic, sesame oil, Shaoxing wine, and a"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " gelatinous pork stock (aspic) that creates the soup.\n\n### Preparation\n\nThe preparation of Nanjing Tangbao involves several key steps: marinating the pork, making the aspic, preparing the dough for the wrappers, filling the dumplings, and steaming them. The sourcing of high-quality pork and the careful preparation of the"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " aspic are crucial for achieving the authentic taste and texture.\n\n### Modern Adaptations and Variations\n\nModern adaptations of Xiao Long Bao are considered by some to be Nanjing Tangbao. Nanjing's Tangbao is slightly different from Shanghai’s Xiaolongbao, being larger with a generous amount of rich broth inside, often served"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " with a straw.\n\n### Notable Establishments\n\nSeveral establishments in Nanjing are renowned for their Tangbao offerings. Yinshi Jishi Tangbao at No. 398 Mochou Road is a recommended place to try Tangbao. Fuzimiao (Confucius Temple) and Hunan Road are also known for their Tang"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "bao. Other famous restaurants include Zhiwei Guan and Zhu Yansheng Tang Bao. Liu Changxing restaurant is recommended for those who prefer more savory dumplings.\n\n### Impact of Tourism\n\nThe development of Nanjing tourism directly promotes the growth of local transportation, hotels, and retail stores. Tourism significantly impacts the popularity and availability of Nanjing Tang"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "bao, contributing to the protection of cultural heritage and the growth of related industries.\n\n### Images of Nanjing Tangbao\n\n![Nanjing Tangbao](https://cdn.tasteatlas.com/Images/Dishes/126cfc45688546f19620ac"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "483dfaecb7.jpg)\n\n![Tangbao Dumpling](https://livingnomads.com/wp-content/uploads/2023/10/04/Nanjing-China-Food_Tangbao3.jpg)\n\n## Key Citations\n\n- [What"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " to eat in Nanjing? — 11+ best Nanjing street food & Nanjing famous ...](https://livingnomads.com/2023/10/nanjing-street-food/)\n\n- [Tang Bao 汤包 - Chinese Food | Study in China](https://www.istudy"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "-china.com/tang-bao-%E6%B1%A4%E5%8C%85-chinese-food/)\n\n- [Jia Jia Tang Bao, Shanghai - Best xiao long bao in Shanghai? - Foodnut.com](https://www.foodnut.com"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "/590/jia-jia-tang-bao-restaurant-review-shanghai/)\n\n- [Jia Jia Tang Bao : Shanghai | Xtreme Foodies](https://www.xtremefoodies.com/food-category/Steamed/review/Jia-Jia-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "Tang-Bao/Xiaolongbao/7186_4288)\n\n- [Culinary Delights of the South Capital: Top 10 Foods to Eat in Nanjing](https://chinatraveltales.com/article/culinary-delights-of-the-south-"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "capital-top-10-foods-to-eat-in-nanjing)\n\n- [Top 10 Nanjing Food You Must Try - Trip.com](https://www.trip.com/guide/food/nanjing-food.html)\n\n- [8 Must-Eats In Nanjing"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": " - hiredchina.com](https://www.hiredchina.com/articles/8-must-eats-in-nanjing/)\n\n- [PDF] On Study of “Macro-tourism” Industry Theory](https://ccsenet.org/journal/index.php/ijbm/article"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "/download/3779/3389)\n\n- [Easy Tangbao Recipe for Juicy Soup Dumplings - altadiscus.com](https://altadiscus.com/tangbao-recipe/)\n\n- [Tangbao Authentic Recipe - TasteAtlas](https://www.tasteatlas.com/"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "tangbao/recipe)\n\n- [Tangbao - Wikipedia](https://en.wikipedia.org/wiki/Tangbao)\n\n- [Xiaolongbao - ArcGIS StoryMaps](https://storymaps.arcgis.com/stories/088f5531b41547b"} - -event: message_chunk -data: {"thread_id": "lnsZbCChnN_-11ak5f_75", "agent": "reporter", "id": "run-af7e659e-4b61-4b77-a163-0ec051530923", "role": "assistant", "content": "7b2e022142ad74953)\n", "finish_reason": "stop"} diff --git a/web/public/mock/final-answer.txt b/web/public/mock/final-answer.txt 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Developers can focus on refining and optimizing the code rather than starting from scratch.\\nEnhanced Accessibility: Non-technical stakeholders can contribute to the development process by providing natural language instructions, fostering greater collaboration between technical and non-technical teams. [...] Vibe coding is a powerful tool that has the potential to transform software development by making it faster, more accessible, and more efficient. However, to fully realize its benefits, developers must adopt best practices that address the unique challenges of this approach.\", \"score\": 0.7880784, \"raw_content\": \"Published Time: 2025-04-02T16:10:41.000Z\\n5 Vibe Coding Best Practices to Implement in Your Workflow\\nWe use cookies to enhance your browsing experience, analyze site traffic, and personalize content. By continuing to use our site, you consent to our use of cookies. For more details, see our Privacy Policy.\\nIf you decline, a single cookie will be used to remember your preference not to be tracked.\\nAcceptDecline\\nLogo-dark \\nLogo \\nGet Started Open main menu\\n\\n\\nProduct\\nTechnology\\n\\n\\nRepo Grokking™Deep code insights\\n\\n\\nAgentic PipelineStreamline dev processes\\n\\n\\nProduct\\n\\n\\nAll FeaturesComplete feature set\\n\\n\\nCoding AgentAutonomous AI agent\\n\\n\\nIntegrationsSeamless tool integrations\\n\\n\\n\\n\\nResources\\nMeet us\\nJoin us at leading conferences worldwide\\nDiscover more\\nResource Hub\\n\\n\\nBlogTech insights and news\\n\\n\\nDocumentationQuick guides and docs\\n\\n\\nWebinarsLive interactive webinars\\n\\n\\nEventsUpcoming company events\\n\\n\\nCommunitySlack user community\\n\\n\\nCustomer StoriesReal business case studies\\n\\n\\n\\n\\nPricing\\n\\nEnterprise\\n\\nCompany\\nWe are hiring\\nExplore careers that transform Software Development\\nOpen roles\\nAbout Zencoder\\n\\n\\nAbout usOur company story\\n\\n\\nCareersJoin our team\\n\\n\\nContact usConnect with us\\n\\n\\nNewsroomLatest company news\\n\\n\\n\\n\\nLog in Get Started\\nLogo Close menu\\nProduct\\nTechnology Repo Grokking™ Agentic Pipeline\\nProduct All Features Coding Agent Integrations\\nResources\\nResource Hub Blog Documentation Webinars Events Community Customer Stories\\nPricing\\nEnterprise\\nCompany\\nAbout Zencoder About us Careers Contact us Newsroom\\nLog in Get Started\\n\\nBlog\\n/\\nIndustry Insights\\n\\n5 Vibe Coding Best Practices to Implement in Your Workflow\\nExplore best vibe coding practices to improve your workflow, boost collaboration, and write more efficient code. Elevate your coding experience today!\\n Federico Trotta Last updated: April 02, 2025\\n\\nIn the world of software development, new methodologies and tools are constantly emerging to improve efficiency, accessibility, and innovation. One such approach that has gained significant traction is vibe coding, an AI-assisted paradigm that leverages natural language processing to transform human instructions into functional code. As developers increasingly adopt this cutting-edge methodology, understanding and implementing best practices becomes essential to ensure code quality, maintain productivity, and maximize the benefits of this transformative approach.\\nThis article explores five key vibe coding best practices that every software engineer should incorporate into their workflow. From crafting clear prompts to embedding security measures, these strategies will help you harness the full potential of vibe coding while avoiding common pitfalls.\\nLet’s dive in!\\nWhat is Vibe Coding?\\nBefore diving into the best practices, it’s important to understand what vibe coding is and why it’s reshaping the software development landscape.\\nVibe coding represents a shift from traditional coding methodologies by integrating AI tools that interpret natural language instructions and generate code accordingly. This approach not only accelerates development but also makes coding more accessible to individuals with limited programming experience.\\nDefinition and Core Concept\\nAt its core, vibe coding relies on AI-powered tools to bridge the gap between human intent and machine execution. Developers provide detailed prompts or specifications in natural language, and the AI translates these into executable code. Unlike traditional coding, which requires a deep understanding of syntax and programming languages, vibe coding allows developers to focus on the \\\"what\\\" rather than the \\\"how.\\\"\\nThis methodology has its roots in advancements in AI and machine learning, particularly in natural language processing (NLP). Tools like GitHub Copilot, Zencoder, and other AI-driven platforms have made it possible to generate code snippets, debug errors, and even create entire applications based on user input.\\nImpact on Modern Software Development\\nVibe coding is revolutionizing software development in several ways:\\n\\nAccelerated Development: By automating repetitive tasks and generating code quickly, vibe coding significantly reduces development time. Developers can focus on refining and optimizing the code rather than starting from scratch.\\nEnhanced Accessibility: Non-technical stakeholders can contribute to the development process by providing natural language instructions, fostering greater collaboration between technical and non-technical teams.\\nRapid Prototyping: Developers can quickly create prototypes and iterate on ideas, enabling faster innovation and experimentation. This is particularly useful in startups and agile environments where speed is critical.\\n\\nFor example, tools like Zencoder allow developers to write comments describing desired functionality, and the AI generates corresponding code. This capability is particularly useful for tasks like creating boilerplate code, automating tests, or implementing standard algorithms.\\nBest Practice #1: Define Clear and Detailed Prompts\\nThe foundation of effective vibe coding lies in the quality of the prompts you provide. Since AI tools rely on natural language input to generate code, ambiguous or incomplete instructions can lead to errors, misinterpretations, and wasted time.\\nWriting Effective Prompts\\nTo ensure accurate code generation, follow these guidelines when crafting prompts:\\n\\nBe Specific: Clearly define the desired functionality, including input parameters, expected outputs, and any constraints. For example, instead of saying, \\\"Create a function to process data,\\\" specify, \\\"Write a Python function that takes a CSV file as input, filters rows where the 'status' column equals 'active,' and returns the filtered data as a list of dictionaries.\\\"\\nUse Context: Provide relevant context, such as the programming language, framework, or libraries to be used. This helps the AI tailor its output to your requirements.\\nBreak Down Complex Tasks: Divide large tasks into smaller, manageable components. For instance, instead of asking for a complete web application, start with individual features like user authentication or database integration.\\n\\nHere’s how easy it is to do so with Zencoder directly into your favouride IDE:\\n\\nBenefits of Clarity\\nClear prompts not only improve the accuracy of AI-generated code but also reduce the time spent on debugging and revisions. By minimizing misinterpretations, you can achieve higher-quality results on the first attempt, ultimately enhancing productivity and efficiency.\\nAdditionally, clear prompts help the AI understand the nuances of your requirements. For example, specifying the desired output format (e.g., JSON, XML, or plain text) ensures that the generated code aligns with your expectations.\\nBest Practice #2: Adopt an incremental and Interative Approach\\nVibe coding is most effective when used in an incremental and iterative manner. Rather than attempting to generate an entire project in one go, break it down into smaller components and refine each step through continuous testing and feedback.\\nBreaking Down Tasks\\nDecomposing complex projects into discrete tasks allows you to focus on one aspect of the code at a time. For example, if you’re building an e-commerce platform, you might start with user registration, then move on to product listing, shopping cart functionality, and payment integration. This approach not only simplifies the development process but also makes it easier to identify and address issues as they arise.\\nBreaking down tasks also allows you to test individual components in isolation, ensuring that each part functions correctly before integrating it into the larger system.\\nInterative Refinement and Testing\\nOnce the AI generates code, test it immediately to ensure it meets your requirements. Use feedback loops to refine the code, either by adjusting the prompt or manually editing the output. For instance, if the AI-generated code for a login feature lacks proper error handling, you can update the prompt to include this requirement and regenerate the code.\\nIterative refinement is particularly important when working with AI-generated code, as it allows you to catch errors early and ensure the final product meets your standards. This approach also helps you build confidence in the AI’s capabilities while maintaining control over the development process.\\nBest Practice #3: Utilize Robust Version Control\\nMaintaining an organized and well-documented codebase is essential when working with AI-generated code. Version control systems like Git provide a structured way to manage changes, collaborate with team members, and track the evolution of your project.\\nBranching Strategies and Regular Commits\\nAdopt best practices for version control, such as:\\n\\nCreating Branches: Use separate branches for different features or tasks to avoid conflicts and maintain a clean main branch.\\nMaking Regular Commits: Commit changes frequently with descriptive messages to document progress and make it easier to identify issues.\\nMerging Carefully: Review and test code thoroughly before merging branches to ensure stability.\\n\\nCode Reviews and Documentation\\nPeer reviews are invaluable for maintaining code quality and catching errors that may have been overlooked. Additionally, thorough documentation helps team members understand the purpose and functionality of the code, facilitating collaboration and long-term maintainability.\\nFor AI-generated code, documentation is especially important, as it provides context for why certain decisions were made and how the code is intended to function.\\nBest Practice #4: Automate Testing and Debugging Processes\\nAutomated testing is a cornerstone of modern software development, and it’s especially important when working with AI-generated code. By implementing automated testing frameworks, you can ensure code reliability and detect errors early in the development cycle.\\nImplementing Continuous Integration/Testing\\nContinuous integration (CI) tools like Jenkins, Travis CI, or GitHub Actions can automate the testing process, running unit tests, integration tests, and other checks whenever new code is added. This ensures that your codebase remains stable and functional as it evolves.\\nStrategies for Debugging AI-Generated Code\\nDebugging AI-generated code can be challenging, as the logic may not always align with human expectations. To address this, consider the following techniques:\\n\\nUse Logging: Add logging statements to track the flow of execution and identify potential issues.\\nVerify Step-by-Step: Break down the code into smaller sections and test each part individually.\\nLeverage AI for Debugging: Some AI tools can assist in identifying and fixing errors, saving time and effort.\\n\\nBest Practice #5: Embed Security and Quality Assurance into Your Workflow\\nSecurity and quality assurance should be integral to your vibe coding workflow. By incorporating these practices from the outset, you can minimize vulnerabilities and ensure the long-term maintainability of your code.\\nIncorporating Security Best Practices\\nWhen using AI tools, explicitly include security requirements in your prompts. For example, if you’re generating code for a web application, specify that it should include input validation, authentication, and protection against common vulnerabilities like SQL injection and cross-site scripting (XSS).\\nAdditionally, use automated security scanning tools to identify potential issues in your codebase. Tools like Snyk, SonarQube, and Dependabot can help detect vulnerabilities and suggest fixes.\\nRegular Audits and Peer Reviews\\nConduct regular code audits to identify areas for improvement and ensure compliance with security standards. Foster a culture of peer review, where team members collaborate to maintain code quality and reduce technical debt.\\nConclusion\\nVibe coding is a powerful tool that has the potential to transform software development by making it faster, more accessible, and more efficient. However, to fully realize its benefits, developers must adopt best practices that address the unique challenges of this approach.\\nAs AI technology continues to advance, vibe coding is likely to become even more sophisticated, enabling developers to tackle increasingly complex projects with ease. Future improvements in AI capabilities, such as better contextual understanding and enhanced debugging tools, will further enhance the potential of vibe coding.\\nBy staying informed about emerging trends and continuously refining your workflow, you can stay ahead of the curve and make the most of this exciting new paradigm in software development.\\nHow Zencoder Can Help\\nZencoder, an advanced AI agent, offers powerful abilities to help developers in their daily work, superpowering your vibe coding habits. By leveraging machine learning algorithms, Zencoder analyzes existing code to identify patterns and suggest optimizations, reducing the risk of errors during the transition.\\nThe tool also provides automated refactoring and dependency management, ensuring that the code is compatible with new frameworks.\\nTry out Zencoder and share your experience by leaving a comment below. Don’t forget to subscribe to Zencoder to stay informed about the latest AI-driven strategies for improving your code governance. Your insights, questions, and feedback can help shape the future of coding practices.\\nContents\\nAbout the author\\n\\nFederico Trotta\\nFederico Trotta is a Technical Writer who specializes in writing technical articles and documenting digital products. His mission is to democratize software by making complex technical concepts accessible and easy to understand through his content.\\nView all articles\\nRelated articles\\n\\nIndustry Insights May 1, 2025\\n### How to Write High-Quality Code? [Developers Guide] Did you know that unhealthy codebases can make task completion 9 times longer than working with high-quality code? Messy or...\\n\\nIndustry Insights May 1, 2025\\n### 11 Best AI Tools for Coding to Try in 2025 [Tested] AI coding tools are becoming must-haves in 2025, helping developers work faster, write cleaner code, and collaborate more...\\n\\nIndustry Insights May 1, 2025\\n### 10 Best AI Code Review Tools for Developers in 2025 Are you tired of spending hours on manual code reviews and still missing critical issues? AI code review tools are rapidly...\\nGet started\\nCode Smarter. Stay in Flow\\nZencoder allows you to regain valuable time so you can focus on what truly matters: creating something exceptional.\\nGet Started\\n \\nProduct\\n\\nCoding Agent\\nFeatures\\nRepo Grokking\\nIntegrations\\nAgentic Pipeline\\nPricing\\nEnterprise\\n\\nResources\\n\\nBlog\\nWebinars\\nCustomer Stories\\nEvents\\nHelp Center\\nCommunity\\nCompare\\nGlossary\\n\\nCompany\\n\\nAbout\\nCareers\\nNewsroom\\nContact us\\n\\nTerms and policies\\n\\nTerms of service\\nPrivacy policy\\nUsage Policy\\n\\nLinkedIn X Discord YouTube Instagram\\n© 2025 For Good AI Inc. All rights reserved.\\nAccessibility Screen-Reader Guide, Feedback, and Issue Reporting\\nThis website is designed to be accessible to all users, including those using screen readers and other assistive technologies.\"}, {\"type\": \"page\", \"title\": \"The Rise of Vibe Coding: How AI is Changing Development\", \"url\": \"https://www.index.dev/blog/vibe-coding-ai-development\", \"content\": \"At the end of the day, Vibe Coding is changing how we build software by letting us speak naturally about what we want to create instead of getting lost in implementation details. It's making development faster and opening doors for people who have ideas but couldn't code before. There are still plenty of kinks to work out with code quality and ethical questions, but the trajectory looks promising as AI systems keep getting better.\", \"score\": 0.7742597, \"raw_content\": \"How Vibe Coding is Changing Software Development in 2025\\n\\nRoles\\nServices\\nClientsHow it worksBlog\\nTry Mind\\nSign InFind a JobHire Talent\\nBlog\\nIn this article\\n\\nIntroduction to Vibe Coding\\nWhat Is Vibe Coding?\\nThe Technology Behind Vibe Coding\\nHow It Works in Practice\\nBenefits in 2025 Market Dynamics\\nBest Practices for Adopting Vibe Coding\\nIntegration with Agile and DevOps Methodologies\\nChallenges and Limitations\\nFuture Trends and Predictions\\nGetting Started with Vibe Coding\\nFinal Thoughts\\n\\n\\nStart Hiring Now\\nPallavi PremkumarCopywriter\\nShare\\nFor EmployersMarch 24, 2025\\nThe Rise of Vibe Coding: How AI is Changing Development\\nVibe Coding is reshaping software development in 2025 by making it faster, more accessible, and collaborative, driven by AI advancements.\\nThat feeling when you describe what you want your app to do—and the code just appears. No endless debugging sessions, no syntax errors, just pure development. This isn't some developer's fever dream; it's the reality of Vibe Coding in 2025. Coined by AI researcher Andrej Karpathy earlier this year, Vibe Coding marks a fundamental shift in software development.\\nHire top 5% vetted AI developers in 48 hours. Start your 30-day free trial with Index.dev today.\\nIntroduction to Vibe Coding\\nVibe Coding is a paradigm shift. It emerged from a collective frustration with tedious debugging and repetitive boilerplate code. But the transition hasn’t been seamless. The transition's been messy, gradual, and frankly, it still has plenty of skeptics. While companies like OpenAI and Anthropic developed the core technology, it wasn’t until Karpathy demonstrated its full potential that everything clicked.\\nAs you read on, you will discover why many consider this method a game changer for both outsourcing teams and in-house developers alike.\\nQuick Fact: Recent surveys indicate that nearly 44% of developers had already adopted AI coding tools by 2023, and projects using Vibe Coding can see productivity gains of up to 55% faster completion times.\\nWhat Is Vibe Coding?\\nAt its core, Vibe Coding lets developers focus on the big picture—what they want to build—rather than getting bogged down in syntactical details. Think of it as communicating the essence or 'vibe' of what you want, while AI handles the technical implementation. Rather than coding from scratch, you articulate your requirements in plain language. The AI then processes your instructions to generate, refine, and even debug an entire codebase or modify existing code—all while you monitor and guide the process. It's like the difference between micromanaging every detail versus telling your team what outcome you need and letting them handle the fine-prints.\\nKey Characteristics\\n\\nNatural Language Prompts: You describe what you need using everyday language.\\nAI-Powered Generation: Advanced algorithms convert these descriptions into code.\\nIterative Refinement: The developer-AI relationship becomes conversational, with each refining the other's work. Modern tools understand not just what you're asking for now, but how it relates to your broader project.\\nHuman-AI Collaboration: You remain at the helm, steering the AI’s creative power to build functional MVPs in hours rather than weeks.\\n\\nThis paradigm means that we've moved from fighting with our tools to collaborating with them to dramatically accelerate prototyping and deployment. That's the essence of the shift.\\nFor more insights into how this method is transforming the industry, reputable sources like UX Collective have shared detailed analyses.\\nLearn More: AI Application Development Cost | Key Estimation and Optimization Strategies\\nThe Technology Behind Vibe Coding\\nThe Vibe Coding movement didn't appear overnight. It's built on several technological pillars that have matured simultaneously:\\nAdvanced Language Models\\nThe engine room of Vibe Coding is powered by increasingly sophisticated large language models (LLMs). These aren't just the GPT-3.5 models from a few years back; we're talking about specialized code-generation models trained specifically on programming tasks.\\nTools like GitHub Copilot and Amazon CodeWhisperer laid the groundwork, but today's systems go much further. Modern LLMs understand not just syntax but software architecture patterns, can reason about algorithm complexity, and even anticipate potential security vulnerabilities in their generated code.\\nSpecialized Development Environments\\nRemember trying to use early AI coding tools within traditional IDEs? That awkward integration is gone. Today's environments are built around the Vibe Coding workflow from the ground up.\\nPlatforms like Cursor AI have reimagined the development environment for this new paradigm. Their Composer tool lets developers seamlessly flow between natural language descriptions and code, with AI handling the translation. Voice-to-code interfaces using systems like Superwhisper mean you can literally talk through your solution and watch it materialize.\\nPerhaps the bigger challenge remains integration with existing codebases. Most teams adopt a hybrid approach where critical legacy components remain human-maintained while new features leverage Vibe Coding's strengths.\\nThe Rise of Prompt Engineering\\nBehind every great Vibe Coding implementation stands a skilled prompt engineer. This emerging discipline focuses on crafting effective instructions that guide AI to produce precisely the code you need.\\nThere's real skill here—telling an AI to \\\"make me a website\\\" yields vastly different results than a carefully structured prompt that specifies architecture preferences, design patterns, and edge cases to consider. The best prompt engineers combine deep technical knowledge with an intuitive understanding of how AI models interpret instructions.\\nYou can read more on the different tools and platforms for Vibe Coding here.\\nHow It Works in Practice\\nLet's walk through a typical Vibe Coding workflow:\\n\\nConceptualization: You define what you want to build in natural language, perhaps with sketches or reference materials.\\nAI Generation: The system interprets your description and produces an initial codebase.\\nIterative Refinement: You review the output, provide feedback (\\\"make the authentication more secure\\\" or \\\"optimize this database query\\\"), and the AI refines its solution.\\nTesting & Validation: Automated testing tools verify the code's functionality and performance.\\nHuman Review: Developers examine critical sections, particularly around security or core business logic.\\nDeployment: The validated code moves into production through modern CI/CD pipelines.\\n\\nEach iteration takes minutes, not days. This rapid feedback loop means developers can explore multiple approaches quickly and converge on optimal solutions faster than ever before.\\n\\nThis diagram highlights how each step collaborates to produce reliable software rapidly.\\nThe iterative cycle—prompt generation, code output, debugging, and improvement—is what makes Vibe Coding not only fast but also highly adaptable to agile development practices.\\nBenefits in 2025 Market Dynamics\\nStartups and MVPs\\nFor cash-strapped startups, Vibe Coding has been nothing short of revolutionary. Teams can now build functional MVPs with a fraction of the resources previously required. One YC-backed founder shared that they went from concept to working prototype in three days—a process that would have taken weeks with traditional development.\\nEnterprise Adoption\\nIt's not just startups embracing this approach. Fortune 500 companies are incorporating Vibe Coding into their development processes, though typically alongside more traditional methods. Financial institutions use it for rapid prototyping while maintaining human oversight for critical systems. Healthcare companies leverage it to accelerate development of non-critical applications while maintaining compliance with regulatory requirements.\\nThe pattern is clear: Vibe Coding excels at accelerating development cycles and reducing barriers to entry, while traditional approaches still dominate where absolute reliability and security are paramount.\\nBest Practices for Adopting Vibe Coding\\nTo successfully integrate Vibe Coding into your development process, you should consider these best practices:\\nEstablish Robust Prompt Engineering\\n\\nCraft Clear Prompts: Ensure that every natural language instruction is detailed and precise. This minimizes ambiguity and improves code quality.\\nIterative Feedback: Look at the output critically and push back when needed. The best results come from developers who aren't afraid to tell the AI, 'That's not what I meant' or 'This approach won't scale.' Each round of feedback improves the output substantially.\\n\\nImplement Thorough Testing Protocols\\n\\nAutomated Testing Suites: Don't skip testing just because AI wrote the code. If anything, automated tests become even more crucial—think unit tests, integration checks, and security scans that catch what the AI missed. \\nCode Review Processes: Never fully trust the AI without a human once-over. Even the best systems occasionally produce elegant-looking code that's completely wrong, especially for security-critical components.\\n\\nContinuous Learning\\n\\nTrain Your Team: Invest in training sessions so that your developers understand how to leverage AI effectively without losing their core coding skills.\\nStay Updated: The landscape of Vibe Coding is evolving rapidly. We recommend keeping abreast of the latest research and tool updates through trusted industry sources.\\n\\n\\nThis figure shows ‘Efficiency Gains: Traditional vs. Vibe Coding’ comparing traditional coding timelines with Vibe Coding to vividly illustrate the time and cost savings achieved when using AI-assisted methods.\\nIntegration with Agile and DevOps Methodologies\\nThe iterative nature of Vibe Coding fits perfectly within Agile frameworks. The quick back-and-forth between developer and AI means you can rapidly prototype, get feedback, iterate, and deploy—exactly what agile methodologies call for. Hook this into your DevOps pipeline, and suddenly you're pushing updates faster than ever, without sacrificing reliability. Teams using this approach report slashing sprint completion times by 30-40% while maintaining quality metrics.\\nChallenges and Limitations\\nWhile the benefits are compelling, Vibe Coding does come with challenges:\\nEthical Considerations\\n\\nTransparency & Accountability: Transparency in AI-generated code and accountability for errors are critical issues that need careful attention. We must ensure that the human element in programming isn’t lost.\\nImpact on Employment: AI tools are game-changers—reshaping what it means to be a developer, and not everyone's thrilled about it. Some veteran coders are watching junior tasks they cut their teeth on get automated away and wondering if their jobs are next. It's not just paranoia—the landscape is shifting. But skilled developers are irreplaceable. We need to invest in upskilling our people—keeping their expertise sharp while embracing these new capabilities.\\n\\nTechnical Debt and Code Quality\\n\\nDebugging Complexity: AI-generated code may sometimes be murky, leaving you with unexpected bugs and logic errors that are difficult to trace.\\nMaintenance Issues: Rapid code generation can lead to technical debt, making future modifications and scalability challenging.\\nSecurity Vulnerabilities: Without thorough human oversight, there’s a risk that AI might introduce insecure practices into the codebase.\\n\\nOver-Reliance on AI\\n\\nSkill Atrophy: Overdependence on AI may reduce your team’s hands-on coding skills, which are essential for understanding and maintaining complex systems.\\nQuality Assurance: Without rigorous testing and review, there is potential for inconsistent quality, leading to systems that work in the short term but falter under scale.\\n\\nIndustry experts have noted these challenges, urging companies to implement robust review and testing protocols alongside Vibe Coding practices. For instance, detailed discussions in Business Insider emphasize the need for iterative feedback loops and continuous learning.\\nFuture Trends and Predictions\\nLooking ahead, we can expect several key developments:\\nSpecialized Domain Applications\\nGeneral-purpose code generation is just the beginning. Development platforms will increasingly integrate AI tools directly into the coding environment, making Vibe Coding an everyday practice.\\nWe're already seeing specialized tools emerge for specific domains like game development, embedded systems, and data science. These domain-specific variants incorporate best practices and patterns unique to their fields, producing more targeted and optimized solutions.\\nEvolving Developer Roles\\nNobody's throwing away their programming books yet, but the daily work of developers is shifting. Rather than spending hours typing out every function and class, many developers now spend their time defining the problem space, critiquing AI-generated solutions, and focusing on the pieces that actually matter to users.\\nThis bumps developers up the value chain. Instead of being code monkeys, they're becoming more like architects and product designers who happen to know how code works. The boring parts get automated while the interesting challenges get more attention.\\nCoding bootcamps are scrambling to figure out what to teach. Some still push traditional coding fundamentals, while others are pivoting hard toward \\\"AI collaboration\\\" courses. The jury's still out on which approach will win, but students are voting with their wallets for programs that teach both.\\nHybrid Approaches\\nSmart teams aren't going all-in on AI or sticking purely with traditional methods. They're getting pragmatic about it—using Vibe Coding to knock out prototypes, UI components, and standard features, while keeping human hands on mission-critical systems and security infrastructure.\\nIt's not ideological; it's about using the right tool for the job. Much like how we still write some performance-critical code in C++ despite having higher-level languages, we're developing instincts about when to let the AI take the wheel versus when to grab it ourselves.\\nGetting Started with Vibe Coding\\nReady to dive in? Here's a practical roadmap:\\n\\nStart with existing tools: GitHub Copilot, Replit's Ghostwriter, and Cursor provide accessible entry points.\\nDevelop prompt engineering skills: Learn to communicate effectively with AI systems—this is perhaps the most valuable skill in the Vibe Coding era.\\nBuild a test-driven workflow: Robust testing becomes even more critical when working with AI-generated code.\\nJoin communities: Connect with others exploring these techniques; platforms like GitHub, StackOverflow, and Index.dev host active communities sharing best practices.\\n\\nTo help you visualize the process, here’s flowchart outlining the key steps of Vibe Coding:\\n\\nThis diagram captures the cyclical, interactive nature of Vibe Coding—a process where you continuously refine the output until it meets your high standards.\\nExplore More: 15 Best AI Tools to Transform Your Developer Workflow in 2025\\nFinal Thoughts\\nDespite the technological advances, the most successful Vibe Coding implementations maintain a strong human presence. The technology augments human creativity rather than replacing it. As one seasoned developer put it: \\\"The AI handles the typing; we handle the thinking.\\\"\\nAt the end of the day, Vibe Coding is changing how we build software by letting us speak naturally about what we want to create instead of getting lost in implementation details. It's making development faster and opening doors for people who have ideas but couldn't code before. There are still plenty of kinks to work out with code quality and ethical questions, but the trajectory looks promising as AI systems keep getting better.\\nBy rolling with this change instead of fighting it, your team can use AI for the grunt work while focusing your human creativity and insight on the problems that actually matter. Platforms like Index.dev are showing what's possible when you embrace this approach thoughtfully. With the right guardrails and practices, Vibe Coding becomes another powerful tool in your development toolkit - not a replacement for human ingenuity, but an amplifier for it.\\nFor AI Companies:\\nHire senior AI developers from Index.dev—vetted, matched in 48 hours, and risk-free for 30 days!\\nFor AI Developers:\\nJoin Index.dev and work on cutting-edge AI-powered projects with top global companies.\\nShare\\nPallavi PremkumarCopywriter\\nStart Hiring Now ---------------- \\nRelated Articles\\nFor DevelopersTop 20 Product Owner Interview Questions: From Agile Basics to Enterprise Scale\\nInterview Questions\\nProduct Owner interviews test both Agile methodology expertise and enterprise-level strategic thinking. Our 20 curated questions with response templates help identify agile, enterprise-ready candidates.\\nElena BejanPeople Culture and Development Director\\nFor EmployersSoftware Development Contract Template: A Complete Guide\\nTech HiringFreelance\\nA software development contract defines project scope, payment terms, IP rights, and compliance, ensuring legal protection and clear expectations for all parties.\\nElena BejanPeople Culture and Development Director\\nThe fastest way to hire remote tech talent\\n\\nPlatform\\nBook a CallHire TalentFind a JobSign InHire by TechnologyHow Index WorksReferral Program\\nCompany\\nProcessAboutCustomersServicesReviewsCareersFAQContact\\nGet in touch\\n+1 (216) 249-7097+44 2038 853074[email protected]\\n© 2025 Index.dev\\nTermsPrivacyRight to Erasure\\n\"}, {\"type\": \"page\", \"title\": \"What is Vibe Coding? A Comprehensive Exploration - Kingy AI\", \"url\": \"https://kingy.ai/blog/what-is-vibe-coding-a-comprehensive-exploration/\", \"content\": \"Moreover, vibe coding enables closer collaboration between developers and other stakeholders. Product designers, project managers, and even non-technical team members can contribute to the development process by describing their vision in everyday language. This enhanced collaboration leads to more coherent and user-friendly applications. [...] Benefits of Vibe Coding\\nThe adoption of vibe coding is driven largely by the extensive benefits it offers. By transforming the software development process, vibe coding unlocks new levels of productivity, accessibility, and creative freedom. [...] One of the most significant benefits is the dramatic improvement in productivity. By allowing developers to articulate complex functionalities in plain language, vibe coding eliminates the need for writing repetitive, boilerplate code. This rapid prototyping capability means that developers can quickly iterate on their ideas. In research conducted by renowned tech analysts, development cycles have been shown to shrink by up to 55% when integrating AI-driven coding.\", \"score\": 0.7625837, \"raw_content\": \"Published Time: 2025-05-08T04:59:04+00:00\\nWhat is Vibe Coding? A Comprehensive Exploration - Kingy AI\\n\\nHome\\nAI News\\nBlog\\nContact\\n\\nFriday, May 9, 2025\\n\\n\\nHome\\nAI News\\nBlog\\nContact\\n\\n\\nNo Result\\nView All Result\\n\\nHome\\nAI News\\nBlog\\nContact\\n\\n\\nNo Result\\nView All Result\\n\\n\\n\\nNo Result\\nView All Result\\nHome Blog\\nWhat is Vibe Coding? A Comprehensive Exploration\\n by Curtis Pyke\\nMay 9, 2025\\nin Blog\\nReading Time: 25 mins read\\nA A\\nA A\\nReset\\nIn recent years, the landscape of software development has experienced a paradigm shift driven by advances in artificial intelligence. Among the most transformative trends is “vibe coding,” a concept that leverages AI to generate code based on natural language prompts. \\nThis new approach transforms the role of the developer from writing every line of code manually to guiding, refining, and iterating on AI-generated code. This article explores the origins, tools, benefits, challenges, future trends, and ethical implications of vibe coding—presenting an in‐depth discussion that reflects its significance in modern software development.\\n\\nIntroduction\\nVibe coding represents a bold evolution in the world of programming. Traditionally, developers have relied on manually written code, debugging line by line in highly technical environments. In contrast, vibe coding uses large language models (LLMs) and advanced machine learning algorithms to “translate” natural human language directly into a functional codebase. \\nBy feeding these systems concise descriptions of what an application or component should do, developers can rapidly prototype ideas, iterate on designs, and ultimately deliver software solutions faster than ever before.\\nThe term “vibe coding”—popularized by AI researcher Andrej Karpathy in the early 2020s—conveys the artfulness inherent in this new method. Instead of focusing solely on syntax and strict logic, developers now harness the “vibe” of their ideas. They capture the essence of a desired functionality or user experience, which the AI then interprets into executable code. The result is a collaborative process where human creativity and machine precision work in tandem.\\n\\nAt its core, vibe coding democratizes software development. It lowers the barrier to entry not just for seasoned programmers, but also for those with minimal technical expertise. By shifting the emphasis from technical proficiency to conceptual clarity, vibe coding opens up opportunities for a broader group of innovators to contribute to the digital world. \\nWith the integration of platforms like Cursor AI, Claude, Replit, and GitHub Copilot, this approach is already reshaping how teams collaborate, how code is generated, and how applications are brought to life.\\nThis article delves into every facet of vibe coding—from its foundational principles and evolving technology to the challenges it presents and the potential transformations of future developer roles. Authoritative sources such as Forbes, Medium, and ACM are interwoven throughout this discussion, providing a balanced perspective on both the benefits and the pitfalls of relying on AI in software development.\\n\\nWhat is Vibe Coding?\\nVibe coding is a term used to describe a novel software development approach that allows developers to create code by communicating in natural language. Instead of manually writing boilerplate code and dealing with intricate syntax, developers articulate their intentions, and an AI system translates these ideas into executable code. \\nThis method leverages large language models (LLMs) that have been trained on vast amounts of programming data, enabling them to understand nuanced human instructions.\\nThe process of vibe coding is inherently iterative. A developer might start by issuing a high-level command—such as “Build a simple to-do list application with authentication”—and the AI returns a preliminary codebase. From there, the developer refines the instructions, specifies additional features (like drag-and-drop functionalities or cloud sync), and iterates until the solution meets the desired specifications. \\nThis cycle of natural language prompting followed by AI generation is what fundamentally distinguishes vibe coding from conventional methods.\\n\\nAt its heart, vibe coding emphasizes creativity and the flow of ideas. Traditional software development often involves translating abstract concepts into rigid code structures; vibe coding, on the other hand, allows developers to focus on the “vibe” or essence of their application. \\nThis evolution is particularly transformative for rapid prototyping and creative coding projects, where the speed of iteration is paramount. For instance, startups in competitive sectors are leveraging vibe coding to quickly craft prototypes that can be tested with users, reducing time-to-market and fostering innovation.\\nAnother significant factor is the accessibility vibe coding brings to the table. By relying on natural language instructions, the process becomes intuitive even for non-programmers. This democratization of coding means that individuals with creative ideas but limited technical training can now participate in software development. \\nEducational platforms are also taking notice: schools and bootcamps are beginning to incorporate vibe coding tools into their curricula, offering a gentle introduction to programming by letting students see immediate, tangible outcomes from their ideas.\\nFurthermore, vibe coding extends beyond mere code generation. When integrated with existing development environments like Visual Studio Code (via plugins such as Cursor AI) or online IDEs such as Replit, vibe coding becomes part of a larger ecosystem. Developers benefit from features like context-aware suggestions, code refactoring, and even debugging assistance—all powered by AI. \\nWith platforms like GitHub Copilot already streamlining everyday coding tasks, the evolution into vibe coding represents a natural progression toward more holistic and human-centric AI collaboration in coding.\\nUltimately, vibe coding is about skill augmentation rather than replacement. While AI handles repetitive and mundane tasks, developers are free to concentrate on higher-order problems—designing robust architectures, ensuring optimal performance, and crafting innovative user experiences. This collaborative dynamic between human expertise and AI’s rapid code synthesis offers an exciting glimpse into the future of software development, where boundaries are redefined, and creative potential is fully unleashed.\\n\\n\\nOrigins and Evolution of Vibe Coding\\nThe journey toward vibe coding begins with the development of early coding assistants and low-code platforms. For decades, the software industry has witnessed incremental innovations aimed at reducing the overhead of code maintenance and improving developer productivity. Initially, script generators and code snippets were introduced to help automate routine tasks. Over time, these efforts gave rise to more advanced tools that could assist with code completion and error checking.\\nThe breakthrough came with the advent of large language models. Pioneering efforts from companies such as OpenAI resulted in models like Codex and ChatGPT, which demonstrated a remarkable ability to understand context and generate relevant code. As researchers experimented with these models, the idea of transforming natural language instructions directly into code began to take shape. Andrej Karpathy, a highly influential figure in AI research, played a pivotal role in this evolution. \\n|In early 2025, Karpathy outlined the concept of vibe coding—a vision where developers could “give in to the vibes” of their ideas, trusting AI to handle the mechanical aspects of coding while they concentrated solely on insight and creativity.\\nThis vision was rapidly embraced by startup ecosystems and tech giants alike. Low-code and no-code platforms, which had already started to lower the barrier for non-developers, quickly integrated advanced AI capabilities. As a result, the software development process became more democratized and accessible. Developers realized that instead of spending weeks perfecting syntactical details, they could rapidly iterate on ideas using natural language as their primary interface.\\nThe evolution of vibe coding has also been shaped by broader technological trends. The exponential increase in computing power, coupled with the growth of cloud-based development environments, has allowed AI models to scale effectively. Platforms like Replit and Cursor AI are direct beneficiaries of these advancements, offering real-time code generation without the need for extensive local computing resources. \\nAdditionally, the integration of continuous integration/continuous deployment (CI/CD) pipelines into these AI-driven platforms has further accelerated the pace of development.\\nThe societal acceptance of AI-assisted processes is another critical factor behind vibe coding’s rise. As industries from healthcare to finance increasingly adopt AI for decision-making, the technology’s credibility has grown. Early success stories and positive user feedback on platforms such as GitHub Copilot have reinforced the notion that AI can be a reliable partner in software development. \\nMoreover, research and white papers published by institutions like IBM and MIT have provided evidence of improved productivity and better code quality when AI is implanted into development workflows. \\nThese studies underscore the potential for AI to act not merely as a tool but as a collaborative partner that reshapes conventional paradigms.\\nIn summary, vibe coding is the natural convergence of decades of technological innovation, human ingenuity, and the relentless pursuit of efficiency. It bridges the gap between low-code platforms—which made development accessible—and advanced AI systems, which promise to redefine what it means to program. \\nThe evolution of vibe coding is ongoing; as models become even more refined and integrated into development environments, the scope of what can be achieved continues to expand. This transformation is not just technical but cultural, signaling a future where creativity and code are entwined in novel, unexpected ways.\\n\\nTools and Platforms Enabling Vibe Coding\\nThe transition to vibe coding is underpinned by a suite of innovative tools and platforms designed to facilitate natural language-driven code generation. Four of the most influential platforms in this space are Cursor AI, Claude AI, Replit, and GitHub Copilot. Each of these tools brings unique features and benefits, contributing to the broad applicability and rapid adoption of vibe coding across diverse sectors.\\n\\nCursor AI\\nCursor AI is built as an enhancement to traditional integrated development environments (IDEs) such as Visual Studio Code. It integrates seamlessly with developers’ existing workflows, bringing AI-powered code generation directly into the familiar environment.\\nCursor AI’s key features include the ability to generate boilerplate code, refactor functions through smart rewriting, and even query entire codebases to provide context-aware insights. The tool also offers Agent Mode, which automates end-to-end tasks while keeping developers fully informed of each step. Privacy is paramount for Cursor AI; the platform is SOC 2 certified and includes robust privacy modes to ensure that sensitive code is not stored or exposed to third parties.\\nReal-world applications of Cursor AI range from simplifying code refactoring to automating the creation of unit tests. Developers have noted that the tool often provides more than just suggestions—it serves as a real coding partner that anticipates needs and streamlines iterative development. Many technologists have highlighted its ability to speed up workflows considerably, with some describing it as potentially doubling their productivity. \\nFor instance, one developer shared on Medium that Cursor AI “feels magical” when predicting coding patterns and facilitating seamless code navigation.\\nClaude AI\\nDeveloped by Anthropic, Claude AI represents a next-generation conversational coding assistant distinguished by its emphasis on ethical and unbiased outputs. Claude AI leverages constitutional AI techniques to ensure that its responses comply with ethical guidelines and promote fairness in its problem-solving approaches.\\nClaude AI excels not just in basic code generation, but in handling long-form contextual queries. Its ability to process and understand multiple steps within a conversation makes it especially useful for debugging complex code and offering architectural recommendations. Beyond traditional coding tasks, Claude AI is also adept at creative language tasks—from generating documentation to drafting intricate problem-solving scenarios for code optimization.\\nSome users have highlighted that while Claude’s interface is intuitive, certain tasks require occasional manual intervention. Nonetheless, its logical reasoning capabilities have made it a favorite among teams focused on not just speed but also quality and ethical considerations in AI development. Reviews on sites like Team-GPT emphasize that Claude’s strength lies in its balanced approach between creativity and sound engineering practices.\\n\\nReplit\\nReplit is an online integrated development environment (IDE) that has democratized coding by enabling real-time collaboration and integrating AI-driven assistance through its Ghostwriter tool. Replit supports over 50 programming languages, making it an incredibly versatile platform for developers of all levels. Its cloud-based system enables users to build, test, and deploy applications directly from the browser, a feature that has proved revolutionary for both educational purposes and rapid prototyping.\\nThe Ghostwriter feature of Replit goes beyond simple code suggestions. It offers comprehensive code insights, contextual error corrections, and even explanations of complex code snippets—ideal for learners and experienced programmers alike. Collaborative features enable multiple team members to work simultaneously on the same project, reinforcing Replit’s commitment to a shared development experience. \\nWhile some users have noted occasional performance bottlenecks for larger projects, the overall sentiment is that Replit is a powerful enabling tool for those exploring vibe coding in an accessible, web-based environment.\\nGitHub Copilot\\nGitHub Copilot, powered by OpenAI’s Codex, is a widely recognized AI pair programmer that has transformed how developers engage with their code. Integrated directly into popular editors such as Visual Studio Code, Copilot offers real-time code completions, intelligent suggestions, and contextual guidance as users type. Its deep understanding of code context and syntax allows it to propose entire code blocks that fit seamlessly into existing projects.\\nCopilot is lauded for its ability to help developers learn new programming languages and frameworks through contextual completions and inline documentation. It accelerates the coding process by alleviating the need for repetitive boilerplate work and by alerting developers to potential errors in real time. \\nHowever, while GitHub Copilot is generally praised for its innovative approach and productivity-enhancing capabilities, some critics have raised concerns about the occasional generation of suboptimal or insecure code, highlighting the necessity for human oversight.\\nEach of these tools plays a pivotal role in shaping the vibe coding landscape. They not only provide the foundational technology for translating natural language into code but also demonstrate how AI can be integrated across a range of development scenarios—from rapid prototyping to full-scale production applications. \\nBy interweaving features such as ethical AI reasoning, cloud-based development, and context-aware suggestions, these platforms empower developers to push the boundaries of what is possible in modern software production.\\n\\n\\nBenefits of Vibe Coding\\nThe adoption of vibe coding is driven largely by the extensive benefits it offers. By transforming the software development process, vibe coding unlocks new levels of productivity, accessibility, and creative freedom.\\nOne of the most significant benefits is the dramatic improvement in productivity. By allowing developers to articulate complex functionalities in plain language, vibe coding eliminates the need for writing repetitive, boilerplate code. This rapid prototyping capability means that developers can quickly iterate on their ideas. In research conducted by renowned tech analysts, development cycles have been shown to shrink by up to 55% when integrating AI-driven coding. \\nAs a consequence, teams able to leverage vibe coding can focus on solving higher-order design challenges, refining user interfaces, and optimizing overall system architecture.\\nAnother key advantage of vibe coding is its role in democratizing software development. Individuals without extensive coding backgrounds can now participate in creating robust applications. This shift not only broadens the pool of potential innovators but also fosters a more inclusive environment where technical expertise is no longer the sole gatekeeper of technology creation. \\nEducational institutions are incorporating AI-driven tools into their programming curricula, enabling students to see immediate, demonstrable results from their creative input. Platforms such as Replit exemplify this trend by providing environments where learners can experiment with and understand complex coding concepts through intuitive prompts and interactive feedback.\\nCost efficiency is an additional driving factor. By automating many aspects of coding, companies can significantly reduce the reliance on large development teams for routine tasks. For startups and small enterprises, this translates into lower operational costs and a shorter time-to-market for new products. \\nSeveral case studies and white papers from technology research firms have shown that the integration of AI coding assistants can lead to overall cost savings, particularly in the early stages of product development.\\nThe impact on creativity, too, cannot be undervalued. Vibe coding encourages developers to think conceptually, focusing on the design and functionality rather than getting mired in syntactical details. This creative liberation has led to innovative solutions, particularly in fields where rapid user interface adjustments and dynamic feature sets are critical. \\nDevelopers using platforms like GitHub Copilot often mention that the tool acts as a creative partner—suggesting code in ways that spark new ideas and help overcome conventional programming roadblocks.\\nMoreover, vibe coding enables closer collaboration between developers and other stakeholders. Product designers, project managers, and even non-technical team members can contribute to the development process by describing their vision in everyday language. This enhanced collaboration leads to more coherent and user-friendly applications. \\nAs evidenced by early adopter feedback on platforms like Cursor AI, the result is a development process where the final product often reflects a harmonious integration of business objectives, creative design, and sound technical performativity.\\n\\n\\nChallenges and Limitations of Vibe Coding\\nDespite its many advantages, vibe coding is not without challenges. The rapid advancement of AI-assisted code generation raises several important concerns regarding code quality, security, maintenance, and the potential for skill erosion among developers.\\nOne of the primary challenges associated with vibe coding is the issue of code quality and performance. While natural language-driven AI is remarkably adept at generating functional code, it sometimes produces code that is inefficient or not fully optimized. This can lead to performance bottlenecks in production environments, necessitating thorough code reviews and manual optimization later in the development process. \\nResearch published in technical journals such as IBM’s Think highlights the need for additional safeguards to ensure that the code meets stringent performance standards.\\nDebugging AI-generated code represents another significant hurdle. The iterative nature of vibe coding means that the codebase is constantly evolving, often resulting in segments that lack comprehensive documentation or intuitive structure. Developers may find themselves grappling with opaque sections of code, making troubleshooting and maintenance more challenging. \\nThis situation is compounded by the fact that developers increasingly rely on AI tools, potentially leading to a gradual erosion of their debugging and problem-solving skills over time.\\nSecurity concerns are also paramount in the context of vibe coding. AI-generated code can inadvertently include vulnerabilities—whether due to oversights in handling edge cases or because of inherent biases in the training data used by the AI models. High-profile research by security experts has flagged instances where AI-generated segments contained exploitable flaws. Regular manual audits and the integration of advanced security scanning tools are essential measures to mitigate these risks. \\nWebsites such as Legit Security underscore the importance of maintaining robust security protocols in an AI-assisted development environment.\\nAnother potential limitation is the fragmentation of responsibilities within development teams. As AI takes on an increasing share of the coding workload, traditional developers might find themselves in roles that are more akin to “editors” of AI-generated content rather than true architects of software. This shift may lead to a gradual degradation of fundamental coding skills, as the reliance on AI obscures the underlying logic that drives code functionality. \\nOnline communities such as Hacker News have engaged in extensive discussions about the trade-offs inherent in adopting such technologies.\\nFurthermore, the process of integrating vibe coding into legacy systems can present additional challenges. Many organizations rely on established methodologies and infrastructure that are not easily amenable to rapid AI-driven changes. The resulting misalignment between traditional workflows and new AI-assisted processes can create friction, reducing overall productivity until robust integration strategies are devised.\\nUltimately, while vibe coding offers transformative benefits, its current challenges require a balanced approach. Developers and organizations must invest in training, continuous code monitoring, and effective review practices to ensure that the promise of AI-enhanced coding does not come at the expense of security, maintainability, or long-term skill development.\\n\\nFuture Trends and Implications for the Job Market\\nThe widespread adoption of vibe coding is poised to drive profound changes in the software development ecosystem. Future trends indicate that rather than replacing developers, this technology will redefine their roles, shifting the focus from granular coding to high-level design and strategic oversight.\\nOne emerging trend is the bifurcation of developer roles. As vibe coding tools handle repetitive tasks, a new breed of professionals—often termed “vibe architects” or product engineers—is expected to emerge. These professionals will focus on guiding the AI, developing precise natural language prompts, and ensuring the overall integrity of the generated code. In parallel, a cadre of high-coding specialists will remain responsible for handling complex, security-critical components and optimizing performance. \\nThis division of labor promises to increase overall productivity and foster specialized expertise tailored to different aspects of software development.\\nMoreover, the integration of vibe coding with Agile and DevOps methodologies is likely to accelerate the pace of iterative development. Our current models indicate that development cycles could be shortened by more than 50%, giving companies a competitive edge by reaching markets faster. This rapid turnaround will be especially valuable in industries that face constant change—such as fintech, healthcare, and entertainment—where agility is a critical competitive factor.\\n\\nThe impact on the job market is multifaceted. For entry-level positions, the use of vibe coding may reduce the demand for routine coding skills; however, it will simultaneously open up new opportunities in areas like prompt engineering, AI system management, and ethical algorithm design. Educational institutes are beginning to recalibrate their curricula to emphasize these emerging skill sets. \\nOnline platforms like Medium have documented success stories where traditional coding bootcamps are now incorporating AI-driven development modules.\\nA further consideration is the potential for increased collaboration across interdisciplinary teams. With the traditional barriers removed, professionals from non-technical backgrounds—such as data analysts, designers, and even domain experts in fields like medicine—can contribute directly to software development projects. This cross-functional collaboration helps ensure that end products are not only technically sound but also aligned with user expectations and business objectives.\\nThese shifts, however, come with challenges, including managing the psychological impact of changing roles. Long-standing developers might be concerned about their place in a rapidly transforming field. Nevertheless, the evidence suggests that AI tools, when used responsibly, act as an augmentation rather than a replacement. \\nThe future of software development lies in a harmonious blend of human creativity and machine efficiency—a partnership that promises to deliver innovative solutions previously unimaginable.\\n\\nEthical Considerations and Societal Impact\\nAs with any transformative technology, vibe coding brings with it a host of ethical considerations that must be navigated carefully. One of the foremost concerns is bias. AI models are only as good as the data on which they are trained, and there exists a risk that these models might inadvertently embed subtle biases into the code they generate. \\nEnsuring fairness and equitable access to these technologies is essential. Institutions like the ACM have published guidelines that stress the importance of continuous monitoring for bias and the need for robust audits.\\nData privacy and security are also paramount. As AI tools generate code that can touch every part of an application—from user interfaces to backend processes—the possibility that sensitive data may be mishandled is a real concern. Companies must adopt strict data governance policies and ensure that AI systems comply with rigorous security standards. Regular audits, penetration testing, and compliance measures will play a critical role in safeguarding intellectual property and user data.\\nAdditionally, the shift toward AI-assisted development raises questions about intellectual property ownership. When code is generated by an AI system, determining who holds the copyright and how the code can be used becomes complicated. Legal experts and policymakers are already debating these nuances, and it is likely that new frameworks will emerge to address these challenges.\\nThe societal implications of vibe coding cannot be ignored. As automation becomes more prevalent in the coding process, there looms a potential risk of skill erosion among developers. Maintaining a balance between leveraging AI for efficiency and preserving the underlying human expertise in coding is critical for long-term sustainability. Furthermore, the democratization of coding brings great promise for inclusivity but must be paired with ethical governance to ensure that no group is unfairly disadvantaged.\\n\\nConclusion\\nVibe coding marks a turning point in the evolution of software development. Its ability to translate natural language into executable code represents a radical departure from traditional programming paradigms, opening up new avenues for innovation, collaboration, and rapid prototyping. By harnessing the power of AI, developers can focus on high-level problem solving, creativity, and user experience, while automated tools manage the intricate details of code structure and syntax.\\nAlthough the benefits are compelling—faster development cycles, democratized access to coding expertise, and cost efficiencies—the challenges cannot be overlooked. Issues related to code quality, debugging, security, bias, and potential skill erosion require careful management and continued refinement of both technology and best practices. As the industry moves forward, a balanced approach that emphasizes human oversight, robust ethical standards, and continuous improvement will be essential.\\nThe future of vibe coding is bright, promising to redefine developer roles and reshape the software development landscape for years to come. By blending human ingenuity with the rapid-fire analytical power of AI, vibe coding is not just a technological advancement; it is a cultural shift that heralds a new era where ideas can be translated into applications at unprecedented speeds and with greater creativity than ever before.\\n\\n\\nReferences and Further Reading\\nFor further insights into vibe coding and its impact on the software development ecosystem, consider exploring the following resources:\\n• Cursor AI Official Site\\n• Replit\\n• GitHub Copilot\\n• Forbes on Vibe Coding Trends\\n• Medium Articles on Vibe Coding\\n• ACM’s Discussion on Ethical AI\\n• Legit Security: AI Code Generation Benefits and Risks\\n\\nFinal Thoughts\\nVibe coding is revolutionizing how software is developed, ushering in an era where the interplay between human creativity and AI efficiency is more seamless than ever. Its promise of accelerated development, enhanced collaboration across disciplines, and greater accessibility represents a major step forward for the industry. As we navigate the challenges and ethical considerations of this technology, the outlook remains optimistic: a future where innovation is boundless and the power of coding is available to all.\\nThis comprehensive exploration provides an in-depth understanding of vibe coding—a technology that is reshaping the very fabric of software development. Its evolution, marked by groundbreaking tools and platforms, speaks to a future where the art of coding is no longer confined by traditional boundaries but is instead defined by the free interplay of ideas, creativity, and technological prowess.\\n\\nCurtis Pyke\\nA.I. enthusiast with multiple certificates and accreditations from Deep Learning AI, Coursera, and more. I am interested in machine learning, LLM's, and all things AI.\\n\\nRelated Posts\\n\\nBlog\\nLinuxONE Emperor 5 by IBM: Unraveling the Future of Enterprise Computing\\nMay 8, 2025\\n\\nBlog\\nThe Ultimate Guide to AI-Driven Interview Preparation: Leveraging LLMs for Success\\nMay 7, 2025\\n\\nBlog\\nAI Coding Agents in 2025: Cursor vs. Windsurf vs. Copilot vs. Claude vs. VS Code AI\\nMay 6, 2025\\nLeave a Reply Cancel reply\\nYour email address will not be published. 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I Agree\"}, {\"type\": \"image\", \"image_url\": \"https://www.simform.com/wp-content/uploads/2019/12/characteristics-of-good-quality-code.png\", \"image_description\": \"A diagram outlines the key characteristics of good quality code, emphasizing efficiency, readability, maintainability, reliability, robustness, and portability.\"}, {\"type\": \"image\", \"image_url\": \"https://www.webfx.com/wp-content/uploads/2025/03/032510_vibe_coding-1024x462.png\", \"image_description\": \"A person wearing glasses and a hoodie stares at a laptop, while a humanoid robot with a blue head displays code on its screen, both set against contrasting blue and yellow backgrounds.\"}, {\"type\": \"image\", \"image_url\": \"https://miro.medium.com/v2/resize:fit:1358/0*ujhYoysKnjhh6O5j\", \"image_description\": \"A series of five app icons, labeled as v0, Superwhisper, Cursor, Bolt, and Lovable, are displayed against a pink background, promoting the concept of Vibe Coding for 2024.\"}, {\"type\": \"image\", 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Increased contributions: Open-source projects that prioritize vibe coding tend to attract more contributors.\", \"score\": 0.818055}, {\"type\": \"page\", \"title\": \"Vibe Coding Trends You Can't Ignore in 2025 - Bob Hutchins\", \"url\": \"https://bobhutchins.medium.com/vibe-coding-trends-you-cant-ignore-in-2025-22e9f537824a\", \"content\": \"In my 20 plus years in digital media and tech, I’ve watched this shift happen. Students no longer celebrate when their code runs — they celebrate when their code connects. The change is profound. Programs now sense, respond, and adapt to human emotions in real-time.\\nBut here’s what’s fascinating: companies implementing vibe coding see 47% higher user engagement and 32% better retention rates. The financial impact is clear — emotional connection drives business results. [...] What’s clear is that vibe coding isn’t static — it’s growing alongside AI integration, expanding into creative industries, and reshaping how we think about human-computer interaction. The innovations we’re seeing today are just the beginning.\\nYour next steps? Start small by incorporating one vibe coding technique into your current project. Experiment with the tools mentioned. Join communities where knowledge flows freely. Most importantly, stay curious and adaptable. [...] Vibe coding not only opens doors for musicians and artists but also democratizes software development. The barriers to creating software are reduced, inviting more people to experiment and create. Tom Pritchard, a tech journalist, notes, “We no longer have to rely on expert coders to create useful tools,” highlighting how vibe coding can lead to a surge in open-source software.\", \"score\": 0.64585793, \"raw_content\": \"Published Time: 2025-03-19T12:49:27.838Z\\nVibe Coding Trends You Can’t Ignore in 2025 | by Bob Hutchins | Mar, 2025 | Medium\\nOpen in app\\nSign up\\nSign in\\n\\nWrite\\n\\nSign up\\nSign in\\n\\nVibe Coding Trends You Can’t Ignore in 2025\\n\\nBob Hutchins\\nFollow\\n13 min read\\n·\\nMar 19, 2025\\n\\n1\\n\\nListen\\nShare\\nThe code doesn’t just run anymore — it feels. In 2025, programmers don’t just write functional code; they create experiences that resonate on an emotional level. This is vibe coding — where technical execution meets human sensation.\\nYou’ve felt it already. That app that somehow knows what music fits your mood. The website that shifts colors subtly as you scroll, matching your energy. The game that adapts its difficulty based on your frustration levels. These aren’t accidents — they’re vibe coding at work.\\nWhile traditional coding asks, “Does it function?” vibe coding asks, “How does it feel?”\\nIn my 20 plus years in digital media and tech, I’ve watched this shift happen. Students no longer celebrate when their code runs — they celebrate when their code connects. The change is profound. Programs now sense, respond, and adapt to human emotions in real-time.\\nBut here’s what’s fascinating: companies implementing vibe coding see 47% higher user engagement and 32% better retention rates. The financial impact is clear — emotional connection drives business results.\\nSo what exactly changed in 2025? New frameworks have emerged that prioritize sensory feedback. Data structures now include emotional variables. Algorithms incorporate psychology principles alongside computational logic.\\nAre you still coding the old way? Your competitors aren’t.\\nThe most successful developers now blend computer science with behavioral psychology. Teams hire “vibe architects” alongside backend engineers. Design thinking has become as essential as logical thinking.\\nThis isn’t just another programming trend. It’s a fundamental shift in how we define successful software.\\nReady to explore how vibe coding is transforming industries and what specific techniques you need to master to stay relevant? Let’s begin.\\nUnderstanding Vibe Coding\\n\\nVibe coding uses AI to turn spoken words into code.\\nIt started in 2025 and is changing coding methods.\\nNew skills in guiding AI are becoming essential.\\n\\nMeaning and Basics\\nVibe coding involves speaking or writing in natural language to describe software features. AI tools like ChatGPT and Claude generate most of the code. This method contrasts traditional coding, shifting focus from manual coding to designing with AI help. Andrej Karpathy, the former AI lead at Tesla, used this approach in early 2025. With AI doing much of the legwork, developers can focus more on the overall design and user involvement.\\nIndustries are using vibe coding to boost creativity and production. This is especially noticeable in gaming and startups. A game fully made this way made $1 million in just 17 days. This success shows the method’s potential, encouraging companies to integrate AI tools into their workflows.\\nKey elements of vibe coding include understanding user needs, keeping communication clear, and learning how AI interprets commands. By speaking or writing what they need, developers create a dynamic exchange with the AI.\\nOrigin and Development\\nVibe coding finds its roots in AI advancements combined with a need for more creative software creation. Andrej Karpathy highlighted the method’s potential in a tweet from February 2025. He noted that the process is not just about typing but involves more intuitive interactions like speaking and selecting.\\nKey figures like Karpathy have shaped the method’s development. Driven by improvements in AI, these pioneers have pushed for tools that automate repetitive tasks, leaving developers to focus on creative aspects. Techniques emerging from natural language processing are central to this progress. These allow for translating human language into runnable code, creating smooth user experiences.\\nLooking deeper, the shift is also about tackling challenges facing code review and debugging. Companies adopting vibe coding face unique demands, as emphasized by Forbes, which mentions the importance of robust code review and investing in debugging tools. This need for quality assurance underlines the shift in skills required to master this new coding style.\\nThe Significance of Vibe Coding\\nVibe coding is redefining what it means to create software. The approach, bolstered by AI innovations, highlights a shift from traditional coding to a more hands-off, intuitive process. Developers no longer need to write line by line. Instead, they can focus on guiding and refining the AI’s output. UX Tigers comments that vibe coding changes the software development process by making interactions between developers and AI the central task.\\nThis change is also adjusting how coding skills are assessed. Skills in understanding the right prompts, refining outcomes, and keeping projects aligned with best practices are increasingly valued. For example, IKANGAI points out that developers need to maintain discipline with fundamental practices even while embracing creative freedom offered by vibe coding.\\nBooks about AI and natural language processing offer insights into this evolution. Titles like “Artificial Intelligence: A Guide for Thinking Humans” by Melanie Mitchell provide context to understand these changes. For those looking to delve deeper, connection through online developer communities and accessing reports by AI tool developers can prove valuable.\\nChallenges and Considerations\\nWhile vibe coding opens new doors, it also brings challenges. A central debate is whether this method can replace traditional coding on complex projects. Some argue the need for human judgment in guiding AI ensures creativity remains aligned with project goals. According to Karpathy, vibe coding isn’t about AI doing everything; it’s about understanding and working with AI outputs.\\nMoreover, developers must consider best practices for AI-generated code to succeed. These include setting clear project goals, understanding AI tool limitations, and ensuring thorough code reviews. Simon Willison emphasizes that if an LLM writes every code line, it’s essential to review, test, and understand that code.\\nThere is continuing discussion in professional circles about potential impacts. The approach might shift talent demands, requiring new training seminars and discussions at industry conferences. As this field evolves, community involvement will be key for keeping pace with new developments and adapting to industry needs.\\n1. Vibe Coding Tools for Maximum Efficiency\\nVibe coding aligns various tools tailored to boost efficiency. In our testing, several standout tools emerged. Their utility reaches beyond basic coding, reflecting the growing need for integrated solutions in modern development environments.\\n1.1. Essential Software and Applications\\nA glance at the landscape shows three leaders in AI-driven coding: GitHub Copilot, Cursor AI, and Replit. Each tool brings unique attributes and varying degrees of integration ease.\\nGitHub Copilot, with its 1 million users GitHub Blog, is a frontrunner. Its automation features simplify repetitive coding tasks, streamlining productivity through seamless integration with most IDEs.\\nCursor AI, boasting over 500,000 monthly users Cursor Blog, excels in real-time assistance, catering to both professionals and hobbyists.\\nReplit stands apart with 20 million users and a rich collaboration environment, perfect for team-based projects. Its cloud-based infrastructure enables accessibility and scalability.\\nIntegration Overview\\nIntegration plays a crucial role in efficiency:\\n\\nGitHub Copilot: Smooth IDE plug-ins.\\nCursor AI: Standard integration options.\\nReplit: Seamless cloud integration.\\n\\n1.2. Comparing Tools and Their Uses\\nLet’s examine the strengths and limitations of major tools. User demographics and ideal use cases provide more depth.\\nPros and Cons\\n\\nUser Demographics\\nData shows 62% of AI coding tools users as professionals and 38% as students or hobbyists. Interestingly, Replit’s diverse user base often includes educational teams due to its collaborative nature.\\nUse Cases\\n\\nGitHub Copilot: Ideal for tasks requiring swift automated code suggestions.\\nCursor AI: Best for detail-oriented, real-time assistance.\\nReplit: Preferred in collaborative scenarios, where shared coding platforms thrive.\\n\\nWinner: GitHub Copilot emerges as the leader for sheer integration capability and a robust user base. Its comprehensive suite makes it adaptable for diverse professional environments, meeting the challenge of both individual and team needs.\\nMastering Vibe Coding Best Practices in 2025\\n\\nVibe coding is transforming key industries, offering efficiency and innovation.\\nOvercome common hurdles with targeted strategies.\\nBoost productivity through proven methods and expert insights.\\n\\nCurrent Applications and Usage\\nIndustries Actively Using Vibe Coding\\nIndustries like healthcare, finance, and entertainment are adopting vibe coding rapidly. In healthcare, vibe is used in MRI software to convert voice commands into code that enhances imaging processes. Finance firms use vibe coding algorithms to automate trading decisions and improve customer service. Entertainment benefits through real-time script adjustments in movie production.\\nExample: A financial company improved its trading process by 20% with vibe coding in algorithm updates.\\n[Action Items]:\\n\\nExplore vibe coding for niche applications within your industry.\\nEngage with community forums to gather insights from active practitioners.\\n\\n[Dive Deeper]:\\n\\n“AI and the Future of Work” by Martin Ford\\nHarvard Business Review article on AI in Finance\\nStanford’s podcast on technology and society\\n\\nBenefits Observed in These Industries\\nThe benefits span cost savings, increased accuracy, and faster processes. Healthcare sees 30% more efficient MRI diagnostics. Entertainment enjoys 15% quicker editing times, enhancing creativity without sacrificing quality. This is creating a competitive edge as companies can produce more innovative solutions at lower costs.\\n[Action Items]:\\n\\nImplement pilot projects to evaluate potential efficiency gains.\\nMonitor industry reports for evolving benefits and challenges.\\n\\n[Dive Deeper]:\\n\\n“AI in Healthcare” by Michael Matheny\\nPwC’s AI predictions for 2025\\nMIT’s course on AI in business transformation\\n\\nFuture Potential and Expectations\\nVibe coding is projected to lead significant shifts in software development. As AI improves, expect broader adoption across more sectors. The software quality will likely improve, reducing bugs and leading to faster deployment. However, adapting to evolving AI models will be crucial.\\n[Action Items]:\\n\\nAllocate resources for continuous AI integration.\\nDevelop adaptable strategies to incorporate future advancements.\\n\\n[Dive Deeper]:\\n\\n“Future of AI” by Peter Stone\\nGartner’s tech trend reports\\nForbes article on future coding trends\\n\\nOptimizing Workflow and Productivity\\nTechniques for Efficient Vibe Coding\\nEfficiency hinges on using voice commands optimally. Clear, concise commands reduce errors and streamline AI processing. Developers are integrating voice patterns that best suit their workflow. Techniques such as batch processing and prioritizing tasks can also speed up operations.\\n[Action Items]:\\n\\nTrain teams to refine their command language for precision.\\nUse batch processing to manage workloads efficiently.\\n\\n[Dive Deeper]:\\n\\n“Voice Interfaces for Productivity” by Suzy Welch\\nCodecademy courses on AI\\nKhan Academy’s tech productivity series\\n\\nCommon Challenges and Their Solutions\\nAdoption presents challenges such as data privacy issues and dependency risks. Companies have faced problems with sensitive information. Managing these concerns involves strict data compliance and AI limitations. Regular audits and reviews can mitigate risks effectively.\\nExample: A tech company improved data security with AI to monitor potential breaches proactively.\\n[Action Items]:\\n\\nConduct frequent risk assessments to identify data vulnerabilities.\\nEducate employees on responsible AI use and security best practices.\\n\\n[Dive Deeper]:\\n\\n“Cybersecurity and AI” by Frank Pasquale\\nMcKinsey’s guide to digital risk\\nTraining modules from Coursera on data protection\\n\\nTips for Enhancing Work Output\\nTo boost work output, create a cycle of feedback and iteration. Aim for precise vocal clarity and explore the benefits of collaboration tools designed for AI-enhanced teams. Streamlining communication and documentation will enhance transparency and teamwork.\\n[Action Items]:\\n\\nSet up regular feedback loops to refine vibe coding practices.\\nUtilize AI tools that promote teamwork and automate mundane tasks.\\n\\n[Dive Deeper]:\\n\\n“Team of Teams” by General Stanley McChrystal\\nSmartsheet webinars on team productivity\\nHubSpot’s resource on remote work\\n\\nFuture of Vibe Coding: What’s Next?\\n\\nAI-driven tools are speeding up coding, making work faster.\\nBig changes ahead with new technology influencing development.\\nGet ready by updating skills and embracing new trends.\\n\\nPredictions for the Coming Years\\nTrends Anticipated to Shape the Future\\nIn 2025, we’ve seen a dramatic rise in AI tools within the coding industry, with 37% of developers using AI-assisted tools like GitHub Copilot regularly. The trend of adopting AI to automate code generation is expected to continue in the coming years. This means developers are spending less time writing repetitive code and more on high-level problem-solving. This shift will likely lead to a more streamlined process in the software development lifecycle. As AI continues to improve, team collaboration becomes easier, with AI stepping in to handle more tasks like testing and deployment.\\nAI is set to penetrate deeper into specialized domains. Tools will be increasingly fine-tuned for particular industries or applications, leading to more customized and efficient software solutions. As this specialization occurs, expect to see AI’s role grow in areas like finance and healthcare, where even niche problems can be tackled with tailored AI solutions.\\nTechnological Advancements Influencing Vibe Coding\\nThe vibe coding landscape is quickly changing, primarily due to advancements in AI technology. With AI becoming more context-aware, developers can expect more intelligent code suggestions that align with specific project goals. This evolving technology promises a seamless integration of AI within the software lifecycle. As tools become more advanced, they will play a critical role not only in the production of code but also in its maintenance and improvement.\\nRecent investments, like the $173.25 million in Cursor, highlight the hunger for cutting-edge AI tools. The expectation is for these technologies to evolve to address existing limitations, such as debugging complexity, reported as “50x the code to debug” by some developers. Enhancing AI’s capacity to understand complex coding contexts will be crucial in managing this complexity and improving reliability.\\nPotential Shifts in Industry Practices\\nLooking ahead, vibe coding will reshape industry norms. The widespread use of AI in software development is likely to drive shifts in project timelines, team structures, and resource allocation. Developers are beginning to focus efforts on tasks that AI cannot easily automate, such as user experience design, strategic planning, and human interaction factors.\\nSimultaneously, there’s a growing conversation around the quality and security of AI-generated code. This means developing robust frameworks to ensure that AI-assisted coding upholds the same standards as traditional methods is vital. As developers become more reliant on AI, maintaining vigilance on security and quality assurance becomes increasingly important.\\nPreparing for the Changes\\nStrategies for Staying Ahead\\nTo remain competitive, it’s essential for developers and companies to embrace new vibe coding strategies. Staying updated on technological trends and actively incorporating them into your workflow is key. Investing in AI tools that streamline processes can significantly enhance productivity. Engaging with industry experts and joining communities focused on AI and coding can help in understanding and implementing new practices effectively.\\nA forward-thinking approach involves continually assessing the impact of AI tools on your work processes. By monitoring both successes and areas needing improvement, teams can adapt strategies to suit evolving technological capabilities and market demands.\\nSkillsets Required for Future Success\\nTo thrive as vibe coding advances, developers need to cultivate skills that complement AI. Learning how to effectively prompt and interact with AI tools will be invaluable. Skills in system architecture will become more critical as developers focus on designing and implementing complex structures alongside AI.\\nMoreover, understanding ethical considerations and aligning AI-driven practices with broader business goals will set developers apart. The ability to integrate human insights into the AI lifecycle will define success in vibe coding.\\nResources for Continuous Learning\\nKeeping up with changes in vibe coding involves continuous learning. Engaging with educational resources, such as coding bootcamps offering courses in AI collaboration and system design, is beneficial. Participating in webinars and forums where experts share insights can provide fresh perspectives and innovative ideas.\\nBooks, online courses, and industry-specific podcasts can also serve as valuable resources. Actively seeking out materials to expand your knowledge and networking with peers in the field will sharpens your skills and keep you at the forefront of this fast-evolving landscape.\\nBy 2027, it’s predicted that AI-driven coding tools will be incorporated into 60% of the development processes across major industries, enhancing efficiency and reducing project timelines by up to 30%. The global investment in AI coding technologies is expected to reach $500 billion by 2030, highlighting its growing significance in shaping future development landscapes.\\n\\nKey Innovations in Vibe Coding\\n\\nAI tools like GitHub Copilot are a game changer.\\nReal-time code for music is booming with tools like TidalCycles.\\nLower entry barriers for software development through natural language coding.\\n\\nNotable Innovations in Recent Years\\nIn recent years, vibe coding has been on the rise, integrating tools such as AI-powered coding assistants. GitHub Copilot and Amazon CodeWhisperer are leading this change, allowing developers to use spoken language commands to generate code efficiently. This approach speeds up development and reduces errors. A 2023 survey showed that 92% of developers are using AI tools, with 70% doing so daily, demonstrating their growing impact on coding practices.\\nThe influence of these innovations on workflow is significant. By reducing repetitive tasks, developers are left with more time to focus on creative aspects of coding. Coding efficiency has improved by an average of 55.8% with AI tools, according to a 2024 study. This marks a revolution in code writing, where human creativity meets AI efficiency. Real-world applications are seen in companies like Cursor AI, which enable ‘vibe coding’ to turn conversational prompts into full applications, a concept further explored here.\\nVibe Coding and Creative Industries\\nIn the creative sectors, vibe coding has made its mark on music and entertainment. Tools like TidalCycles and Sonic Pi facilitate “algoraves,” live music events where performers code music in real-time. These events have reached over 50 countries since their inception, showcasing a deep bond between coding and artistic expression.\\nThe question often arises about what live coding music entails. Simply, it is real-time programming to create music. This practice allows performers to engage with audiences in unique ways, turning music composition into a shared experience. Coders manipulate sound and rhythm by inputting real-time code, highlighting coding’s creative potential. The popularity of this practice is evident from the annual International Conference on Live Coding, which has been ongoing since 2015.\\nThe entertainment industry benefits immensely from vibe coding, allowing quick prototyping and expansive creative expression. Harry Law summarizes it aptly: “For a total beginner… it can be incredibly satisfying to build something that works in the space of an hour” using these tools. As Misbah Syed points out, vibe coding brings ideas quickly to demo stages, making them vital in a fast-paced industry.\\nOpportunities for Creative Expression\\nVibe coding not only opens doors for musicians and artists but also democratizes software development. The barriers to creating software are reduced, inviting more people to experiment and create. Tom Pritchard, a tech journalist, notes, “We no longer have to rely on expert coders to create useful tools,” highlighting how vibe coding can lead to a surge in open-source software.\\nBooks such as “Live Coding in the Arts” explore how coding marries different forms of art, offering deeper insights into this practice. To understand the intersection of vibe coding with music and art, dive into online forums like TOPLAP or check out resources from the Sonic Pi community. These platforms contain a wealth of knowledge for those eager to understand and experiment further.\\nAs vibe coding continues to evolve, new opportunities for creative and software development emerge, shaping the landscape of various industries. The innovations are creating a world where language and technology blend seamlessly, and as Andrej Karpathy aptly puts it, “The hottest new programming language is English.”\\nConclusion\\nAs 2025 unfolds, vibe coding stands at the forefront of software development. From its roots in creative expression to its current applications across industries, vibe coding has proven its worth as more than just a passing trend. The tools we’ve explored offer pathways to efficiency, while best practices ensure your code resonates with users on multiple levels.\\nWhat’s clear is that vibe coding isn’t static — it’s growing alongside AI integration, expanding into creative industries, and reshaping how we think about human-computer interaction. The innovations we’re seeing today are just the beginning.\\nYour next steps? Start small by incorporating one vibe coding technique into your current project. Experiment with the tools mentioned. Join communities where knowledge flows freely. Most importantly, stay curious and adaptable.\\nThe question isn’t whether vibe coding will matter in your professional journey, but how quickly you’ll adapt to its possibilities. Those who embrace these changes now will find themselves leading rather than following.\\nThe code you write tomorrow will carry your unique signature — your vibe. Make it count.\\nVibe Coding\\nCoding\\nDevelopment\\nAI\\nArtificial Intelligence\\n\\n1\\n\\n1\\n\\n\\n\\nFollow\\nWritten by Bob Hutchins -----------------------\\n2.7K followers\\n·2.2K following\\nBridging Silicon and Soul. AI Advisor, Digital Strategy, Fractional CMO, The Human Voice Podcast, https://humanvoicemedia.com/\\nFollow\\nNo responses yet\\n\\n\\nWrite a response\\nWhat are your thoughts?\\nCancel\\nRespond\\nMore from Bob Hutchins\\n\\n\\nBob Hutchins\\nGen Z’s Social Search Revolution: How TikTok and Instagram Are Challenging Google --------------------------------------------------------------------------------- ### Gen Z is increasingly treating social media platforms as search engines, preferring TikTok, Instagram, and other visual-first apps over…\\nApr 2\\n\\n\\n\\n\\nBob Hutchins\\nWhen the Mirror Talks Back: How ChatGPT’s Memory Is Unlocking a New Era of Self-Awareness ----------------------------------------------------------------------------------------- ### Lately, I’ve been noticing a shift in the way people are talking about their use of generative AI tools like ChatGPT. Friends, colleagues…\\nApr 19\\n\\n\\n\\n\\nBob Hutchins\\nAI and the Creative Industry: A Paradox of Disruption and Empowerment --------------------------------------------------------------------- ### AI presents a fascinating paradox in the creative world. It disrupts traditional industries while simultaneously empowering individual…\\nMay 24, 2024\\n62\\n\\n\\n\\nBob Hutchins\\nThe Global Screen: Navigating Cultural Homogenization ----------------------------------------------------- ### In a time where our world increasingly exists on screens, we find ourselves participants in a grand, often unseen experiment. Our…\\nAug 30, 2024\\n4\\n\\nSee all from Bob Hutchins\\nRecommended from Medium\\n\\n\\nIn\\nCoding Beauty\\nby\\nTari Ibaba\\nThis new IDE from Google is an absolute game changer ---------------------------------------------------- ### This new IDE from Google is seriously revolutionary.\\nMar 11\\n5.2K 305\\n\\n\\n\\nShuyi Wang\\nWhere’s the Best Place for Prompts, Input, and Context? ------------------------------------------------------- ### Lazy folks need lazy solutions, haha.\\nApr 30\\n240 10\\n\\n\\n\\nIn\\nWrite10x\\nby\\nJames Presbitero Jr.\\nThe Only 7 Signs of AI Writing You Need to Remove in Your Text -------------------------------------------------------------- ### Never be accused of using AI again.\\nMar 11\\n11K 420\\n\\n\\n\\nIn\\nLearnAIforproft.com\\nby\\nNipuna Maduranga\\nYou Can Make Money With AI Without Quitting Your Job ---------------------------------------------------- ### I’m doing it, 2 hours a day\\nMar 25\\n9K 412\\n\\n\\n\\nIn\\nStackademic\\nby\\nBlend Visions\\n5 Best MCP Servers for Effortless Vibe Coding in 2025 🚀 -------------------------------------------------------- ### The time has come for you to maximize your coding process through enhanced productivity while gaining remarkable efficiency gains. The…\\nApr 27\\n508 7\\n\\n\\n\\nIn\\nCoding Nexus\\nby\\nAlgo Insights\\nGoogle’s 69-Page Prompt Engineering Masterclass: What’s Inside -------------------------------------------------------------- ### I’ve been writing about tech for three years, and let me tell you, nothing’s grabbed me quite like messing around with AI. These language…\\nApr 14\\n371 12\\n\\nSee more recommendations\\nHelp\\nStatus\\nAbout\\nCareers\\nPress\\nBlog\\nPrivacy\\nRules\\nTerms\\nText to speech\"}, {\"type\": \"page\", \"title\": \"Fostering Open Source Culture: Increase Innovation and Deliver ... - Intel\", \"url\": \"https://www.intel.com/content/www/us/en/developer/articles/community/fostering-open-source-culture.html\", \"content\": \"Open source projects foster community engagement through various channels, including forums, mailing lists, and collaborative platforms like GitHub. ... It also helps bolster the influx of new contributors, enabling these open source projects to thrive in an ever-evolving landscape. 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Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025 [...] Explore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025 [...] Explore the evolution, adoption, challenges, and future of vibe coding. 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Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. 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This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. Learn how autonomous decision-making systems versus content-generating AI are transforming industries, and get practical insights and best practices for business growth.\\n\\nMar 18, 2025\\n\\nExplore a comprehensive comparison of scalable agent frameworks, covering modular design, state management challenges, and trends in AI agents. Learn best practices, frameworks like LangChain, AutoGen, and more.\\n\\nMar 18, 2025\\n\\nExplore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025\\n\\nProtecting AI agents from security risks is crucial. This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. Learn how autonomous decision-making systems versus content-generating AI are transforming industries, and get practical insights and best practices for business growth.\\n\\nMar 18, 2025\\n\\nExplore a comprehensive comparison of scalable agent frameworks, covering modular design, state management challenges, and trends in AI agents. Learn best practices, frameworks like LangChain, AutoGen, and more.\\n\\nMar 18, 2025\\n\\nExplore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025\\n\\nProtecting AI agents from security risks is crucial. This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nVibe Coding: Evolution, Adoption, Challenges and Future Trends\\n\\nMar 18, 2025\\n\\nby Michel Padrón\\n\\nby Michel Padrón\\n\\nby Michel Padrón\\n\\nby Michel Padrón\\n\\nVibe coding is rapidly emerging as one of the most revolutionary trends in modern software development. It harnesses the power of AI to transform natural language prompts into working code. In this blog post, we dive deep into the evolution, adoption, challenges, and future possibilities of vibe coding. We compare its journey with similar AI-assisted development platforms and discuss how platforms like Ardor Cloud are building robust infrastructures to bridge the gap between rapid prototyping and production-grade applications.\\n\\nThe content below is backed by various academic studies, industry reports, and expert analyses. Multiple references are provided for further reading and fact verification.\\n\\nEvolution and Introduction to Vibe Coding\\n\\nAI-assisted coding has evolved from early academic experiments into tools that have now become mainstream, setting the stage for what is called vibe coding. In the late 2010s, early experiments such as Microsoft and University of Cambridge’s DeepCoder demonstrated that neural networks could synthesize code from input-output examples. DeepCoder’s initial research proved that aspects of coding could be automated, despite being limited in complexity.\\n\\nFast-forward to 2021, when OpenAI introduced Codex, a 12-billion-parameter model that translates natural language instructions into code. Codex, which later powered GitHub Copilot, was able to solve about 70% of programming tasks[^1][^2]. This milestone proved that large language models (LLMs) could generate working and often correct code for general programming tasks.\\n\\nAndre Karpathy, former Tesla AI lead and OpenAI co-founder, famously commented that \\\"the hottest new programming language is English,\\\" emphasizing that developers can now build projects simply by describing what they want the software to do.\\n\\nBy early 2025, the term vibe coding was coined to describe this trend—a style of programming where the developer provides high-level natural language instructions while the AI does the heavy lifting in code generation. As described by Karpathy in his viral post on X (formerly Twitter), vibe coding represents a carefree, exploratory method of software creation where one can \\\"give in to the vibes\\\" and let the AI produce code based solely on a few sentences of direction.\\n\\nThe evolution from early experiments like DeepCoder to the broader adoption of Codex and ChatGPT-based systems marks a significant paradigm shift. The programmer’s role is transforming from writing detailed code to prompting, reviewing, and testing AI-generated outputs.\\n\\nRecent Trends and Growing Adoption\\n\\nSince its inception, vibe coding has seen a rapid surge in popularity, particularly in the startup ecosystem. Recent batches of Y Combinator startups indicate that roughly one-quarter of founders rely on AI to generate up to 95% of their codebase. These startups can now achieve what traditionally required large teams—10 engineers accomplishing the work of 50 to 100.\\n\\nIndividual developers and non-developers alike are joining this movement. Social media platforms are filled with testimonials from solo creators who built websites, mobile apps, and even complex projects in a matter of hours using simple natural-language prompts. One anecdote describes a developer building a QR Code Generator plugin in about four hours by interacting with an AI coding assistant like Cursor. The iterative process of generating code, adjusting prompts, and testing results has dramatically shortened development cycles.\\n\\nMajor platforms such as GitHub Copilot, Replit’s Ghostwriter/Agent, OpenAI’s ChatGPT, and Anthropic’s Claude have integrated conversational interfaces that facilitate this new style of coding. These tools enable developers to request entire functions or even full project structures using conversation. The ease of generating a working prototype from a description is reshaping how startups validate ideas and innovate rapidly.\\n\\nOn the quantitative side, GitHub Copilot reported over 1.3 million users by early 2024, illustrating that the appetite for AI-assisted development tools has grown steadily even before the buzz around vibe coding took off.\\n\\nChallenges in Vibe Coding\\n\\nWhile vibe coding opens new horizons in rapid prototyping and lowers the barrier for software creation, it also introduces significant challenges. Concerns include architecture and maintainability, scalability, and security vulnerabilities. Below are the main challenges:\\n\\nArchitecture and Maintainability Issues: A critical challenge with AI-generated code is the quality of the resulting architecture. Although the AI can produce working code quickly, it often relies on piecemeal fixes and ad-hoc patches that lead to technical debt over time. Continuously prompting the AI for adjustments can result in convoluted codebases with workarounds and inconsistent design patterns. Studies have noted that without disciplined human oversight, the rapidly generated code from tools like GitHub Copilot frequently contains duplications and lacks refactoring best practices. Experienced developers emphasize that the AI does not suffer the consequences of messy code—it generates solutions, but these solutions often do not adhere to good software design principles, leaving human programmers to later refactor the final product for maintainability.\\n\\nScalability Problems: Vibe coding works best for quickly prototyping simple projects with clear requirements. When these prototypes evolve into scalable, production-grade systems, issues arise. AI-generated prototypes may be inefficient or not optimized for handling large workloads. Experts observe that as more code is generated, inefficiencies become pronounced; AI-generated code often uses more computational resources due to a lack of optimization for speed or resource usage. Additionally, these projects frequently lack comprehensive error handling and deliberate architectural planning, making them less suitable for mission-critical systems without significant additional engineering.\\n\\nSecurity Vulnerabilities: One of the most urgent concerns with vibe coding is the risk of security vulnerabilities. AI-generated code can inadvertently introduce weaknesses—such as outdated libraries, insecure coding patterns, or missing security checks—because these vulnerabilities may exist in the training datasets. Research by NYU's Center for Cyber Security revealed that approximately 40% of the code generated by GitHub Copilot contained security vulnerabilities that attackers could potentially exploit[^7][^8]. Vulnerabilities include insecure password storage, lack of input sanitization leading to SQL injection or cross-site scripting (XSS), and weak API security protocols. The ease of obtaining code that \\\"mostly works\\\" can lull developers into a false sense of security. Non-expert developers might deploy applications that expose sensitive data or allow unauthorized access. The community mantra is to \\\"trust, but verify,\\\" which means even AI-assisted code must undergo thorough audits and security reinforcement.\\n\\nPlatform Solutions: Bridging the Gap\\n\\nTo address the challenges of vibe coding, several platforms and tools have emerged that support AI-assisted development while mitigating its weaknesses. These solutions integrate rapid AI-driven prototyping with robust software engineering practices.\\n\\nEnd-to-End AI-First Platforms: Ardor Cloud is an innovative AI-first cloud development platform designed to bridge the gap between rapid prototype generation and secure, scalable production software. Rather than simply generating code, Ardor Cloud provides a full lifecycle management environment. The integrated system supports version control, continuous integration/continuous deployment (CI/CD), and real-time observability, ensuring that every piece of code—whether generated by AI or refined by developers—adheres to rigorous standards. It leverages modern tools such as Kubernetes, Knative, and Kafka within a serverless architecture to scale on demand. The platform monitors logs, enforces security configurations, and includes guardrails for code quality so that the AI-generated output is refined for performance and security.\\n\\nSpecialized AI Code Optimization Tools: Tools like TurinTech’s Artemis are designed to analyze and optimize entire codebases produced through vibe coding. Artemis automatically detects performance bottlenecks and redundant code, then refactors and enhances the code to meet robust security and efficiency standards. This dual approach—using AI for code generation and optimization—suggests a future where AI functions as both a code generator and an automated reviewer, continuously improving software quality.\\n\\nAdditional Tools and Guardrails: The growing ecosystem includes AI-driven test case generators, automated static analysis tools, and security scanners such as Snyk. These solutions add an extra layer of verification after code generation. By integrating these tools into a CI/CD pipeline, developers can ensure that each iteration of the code meets stringent quality and security checks. Combining rapid prototyping with disciplined workflows allows even non-developers and smaller teams to leverage AI without sacrificing long-term maintainability and security.\\n\\nFuture Challenges and Considerations\\n\\nLooking ahead, the evolution and adoption of vibe coding will rely on improvements in several key areas. Experts are optimistic about AI’s potential to further transform coding practices, yet they remain realistic about its current constraints. Some future challenges and trends include:\\n\\nImprovements in Usability and Interfaces: Presently, vibe coding is primarily conducted through text prompts. In the future, more intuitive interfaces such as visual, GUI-based, or voice-driven systems could democratize software creation further, empowering designers, product managers, and non-technical users. As the user base expands, ensuring that rapid prototype outputs are secure and verified will become increasingly important.\\n\\nHandling AI Model Updates and Consistency: AI models are continually updated and refined. When developers depend on a specific model, changes in its behavior can disrupt workflows. Future best practices may include versioning AI models or archiving prompt-response interactions to maintain traceability. Ensuring consistency across large codebases will require vigilant human oversight to integrate code components cohesively.\\n\\nEvolving Developer Skill Sets: The rise of vibe coding shifts the focus from writing extensive code to coaching AI systems. While converting natural language to code is empowering, there is concern that overreliance on AI could erode core programming skills among new developers. In this new model, developers serve as guides and editors for AI-generated code. Educational curricula and training programs will need to evolve to emphasize understanding code functionality and debugging AI shortcomings.\\n\\nEthical and Legal Dimensions: As AI becomes central to software development, questions of intellectual property, copyright, and legal liability emerge. For example, who is accountable if an AI-generated code snippet results in a security breach? What legal implications arise when AI inadvertently incorporates copyrighted material? These ethical and legal challenges are prompting the development of industry standards and certifications focused on quality, security, and ethical AI usage.\\n\\nConclusion and Recommendations\\n\\nVibe coding represents a major leap in software development. The rapid evolution from early AI experiments to mainstream tools that generate working code from simple natural-language prompts is reshaping prototyping and early-stage development. Startups leverage these tools to remain lean and agile, while individual creators quickly prototype ideas that once required large development teams.\\n\\nHowever, rapid prototyping brings challenges. Vibe coding can create technical debt, scalability issues, and security vulnerabilities that need deliberate human oversight. It is essential to combine the strengths of AI-generated code with robust practices and complementary tools.\\n\\nKey Recommendations:\\n\\nUse vibe coding for rapid prototyping and proof-of-concept development. Do not treat it as a plug-and-play solution for mission-critical applications.\\n\\nIncorporate human oversight by reviewing and refactoring AI-generated code as if it were a junior developer’s contribution.\\n\\nAdopt quality and security tools such as static analysis, security scanning, and automated testing to catch vulnerabilities early.\\n\\nImplement structured development practices with version control, CI/CD pipelines, and proper documentation to ensure maintainability as projects scale.\\n\\nPlan for scaling and maintenance: even if 80% of an application is generated quickly, the remaining 20% will require detailed refinement and planning.\\n\\nLeverage robust platforms like Ardor Cloud which combine fast AI-assisted coding with essential software engineering practices, including automated deployment, constant monitoring, and adherence to security best practices.\\n\\nVibe coding is not a fleeting trend but a transformative approach to software development. Its potential to democratize coding is immense, enabling rapid prototyping and faster iteration. Nonetheless, addressing challenges in scalability, maintainability, and security is critical.\\n\\nFor those intrigued by vibe coding, experiment with AI-assisted tools while building a robust development process around them. Whether you’re a non-developer with a groundbreaking idea or a startup founder looking to accelerate your MVP, consider platforms that offer the best of both worlds.\\n\\nFor more insights on integrating AI-driven code generation with rigorous software engineering practices, explore Ardor Cloud. Embrace the future of coding with a careful focus on quality and security.\\n\\nFAQ\\n\\nWhat exactly is vibe coding?\\n\\nVibe coding is an AI-driven approach where developers use natural language prompts to generate code. It shifts the developer’s role from writing every line to guiding, reviewing, and testing AI-generated outputs.\\n\\nCan vibe coding replace traditional programming entirely?\\n\\nAlthough vibe coding significantly accelerates prototyping, it is not a silver bullet. Critical aspects such as maintainability, scalability, and security still require rigorous human oversight, making it a complement rather than a replacement for traditional programming.\\n\\nAre there risks associated with using AI-generated code?\\n\\nYes. Studies have shown that a significant portion of AI-generated code can include security vulnerabilities or structural issues. Using static analysis, code reviews, and integrated development platforms that enforce coding standards is essential to mitigate these risks.\\n\\nHow do platforms like Ardor Cloud help with vibe coding challenges?\\n\\nPlatforms such as Ardor Cloud provide an all-in-one ecosystem that integrates AI code generation with robust DevOps practices. They manage infrastructure, CI/CD pipelines, security hardening, and automated testing to ensure that rapidly generated prototypes become maintainable and secure applications.\\n\\nWho should consider using vibe coding techniques?\\n\\nVibe coding can be valuable for startups, non-developers, and even seasoned engineers looking to quickly prototype ideas. However, deploying AI-generated code in production should only occur after thorough reviews, testing, and optimization.\\n\\nFinal Remarks\\n\\nVibe coding is set to redefine how software is created. While this approach introduces a new paradigm for rapid development, it is vital to balance AI creativity with disciplined engineering practices. Stay informed about the latest AI-driven development tools, engage in community discussions, and continuously refine your workflow.\\n\\nFor more insights on merging AI-powered coding with enterprise-grade processes, follow our updates and explore platforms like Ardor Cloud.\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nStill waitin’ for something?\\n\\nGo from prompt to product now.\\n\\nGet early access\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. Learn how autonomous decision-making systems versus content-generating AI are transforming industries, and get practical insights and best practices for business growth.\\n\\nMar 18, 2025\\n\\nExplore a comprehensive comparison of scalable agent frameworks, covering modular design, state management challenges, and trends in AI agents. Learn best practices, frameworks like LangChain, AutoGen, and more.\\n\\nMar 18, 2025\\n\\nExplore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025\\n\\nProtecting AI agents from security risks is crucial. This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. Learn how autonomous decision-making systems versus content-generating AI are transforming industries, and get practical insights and best practices for business growth.\\n\\nMar 18, 2025\\n\\nExplore a comprehensive comparison of scalable agent frameworks, covering modular design, state management challenges, and trends in AI agents. Learn best practices, frameworks like LangChain, AutoGen, and more.\\n\\nMar 18, 2025\\n\\nExplore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025\\n\\nProtecting AI agents from security risks is crucial. This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. Learn how autonomous decision-making systems versus content-generating AI are transforming industries, and get practical insights and best practices for business growth.\\n\\nMar 18, 2025\\n\\nExplore a comprehensive comparison of scalable agent frameworks, covering modular design, state management challenges, and trends in AI agents. Learn best practices, frameworks like LangChain, AutoGen, and more.\\n\\nMar 18, 2025\\n\\nExplore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025\\n\\nProtecting AI agents from security risks is crucial. This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nApr 15, 2025\\n\\nDiscover how MCP and A2A protocols unlock multi-agent AI, enabling seamless tool integration and agent collaboration with code examples, industry perspectives, and practical insights.\\n\\nApr 8, 2025\\n\\nExplore vibe coding in our ultimate guide—learn how AI-powered coding revolutionizes software development, builds agentic projects, and optimizes MVP creation with rapid prototyping and scalable deployments.\\n\\nMar 24, 2025\\n\\nA comprehensive guide for AI-assisted vibe coders on securing code from generation to production. Learn about top security risks, checklists, real-world examples, and the best tools to ensure your AI-powered apps are safe.\\n\\nMar 18, 2025\\n\\nExplore the key differences between agentic AI and generative AI in 2025. Learn how autonomous decision-making systems versus content-generating AI are transforming industries, and get practical insights and best practices for business growth.\\n\\nMar 18, 2025\\n\\nExplore a comprehensive comparison of scalable agent frameworks, covering modular design, state management challenges, and trends in AI agents. Learn best practices, frameworks like LangChain, AutoGen, and more.\\n\\nMar 18, 2025\\n\\nExplore the evolution, adoption, challenges, and future of vibe coding. Learn how AI transforms the development process with rapid prototyping and the need for robust security, scalability, and maintainability.\\n\\nMar 7, 2025\\n\\nExplore the rapid rise of Model Context Protocol (MCP), its open-source projects, and how companies like Ardor, Anthropic, and Cloudflare are driving adoption.\\n\\nMar 6, 2025\\n\\nProtecting AI agents from security risks is crucial. This checklist outlines essential steps for safeguarding systems against data leaks, exploitation, and more.\\n\\nMar 6, 2025\\n\\nExplore the essential features for effective AI agent development tools to enhance efficiency, integration, and security in your projects.\\n\\nMar 4, 2025\\n\\nLearn essential strategies for scaling AI agents in enterprise applications, from optimizing cloud infrastructure to ensuring regular model updates.\\n\\nMar 4, 2025\\n\\nExplore common challenges in AI agent deployment and discover practical solutions for integration, scaling, performance, and security.\\n\\nMar 4, 2025\\n\\nEffective AI agent monitoring is essential for optimizing performance, reducing errors, and ensuring efficient resource use in organizations.\\n\\nMar 4, 2025\\n\\nExplore essential best practices for deploying AI agents in production, focusing on testing, scalability, security, and continuous improvement.\\n\\nMar 4, 2025\\n\\nLearn how to create your first AI agent with this step-by-step guide, covering goal setting, platform selection, and testing strategies.\\n\\nMar 4, 2025\\n\\nExplore the key cloud platforms for AI agents, comparing their strengths, pricing, and best use cases for effective deployment.\\n\\nMar 3, 2025\\n\\nExplore the differences between low-code and traditional AI development to choose the best approach for your project needs.\\n\\nFeb 28, 2025\\n\\nLearn how to build, deploy, and manage AI Agents by understanding their two essential layers: the logical “Brains” for intelligence and decision-making, and the infrastructure “Engine Room” for reliable, scalable deployment. Discover how Ardor Cloud streamlines the entire AI Agent lifecycle.\\n\\nNov 14, 2024\\n\\nDiscover how Large Language Models (LLMs) work, from Transformers to pretraining and post-training. Learn how Google's Titan could revolutionize LLMs with multi-memory architecture, efficient long-context handling, and on-the-fly learning.\\n\\nNov 11, 2024\\n\\nExplore the evolution of AI agents, from manual control to fully autonomous systems. Learn how agentic systems like Ardor redefine software development with dynamic autonomy, hybrid architectures, and interactive environments for AI agents to thrive.\\n\\nLoad More\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\nArdor is an all-in agentic software development lifecycle automation platform that helps you build, deploy, and scale AI agents on the cloud to take you from prompt to product in minutes.\\n\\nFeatures\\n\\nAI Agent Builder\\n\\nResources\\n\\nDocumentaion\\n\\nGlossary\\n\\nPlatform Updates\\n\\nCompany\\n\\nPricing\\n\\nAbout\\n\\nContact\\n\\nCookie Policy\\n\\nPrivacy Policy\\n\\nTerms of Use\\n\\nFair use\\n\\n\"}, {\"type\": \"page\", \"title\": \"Built on Vibes: A First-Hand Account of Software Development with ...\", \"url\": \"https://www.nucamp.co/blog/vibe-coding-built-on-vibes-a-firsthand-account-of-software-development-with-vibe-coding\", \"content\": \"Community-driven ecosystems are evolving as well, with open source contributions rapidly expanding - mirroring how collaborations and best practices propagate across the vibe coding community.\\n\\nAs the industry adapts, blending human creativity with AI’s efficiency will redefine job satisfaction, prompt new learning models, and change what it means to “develop software” as explored in recent predictions for the future of vibe coding.\\n\\nFrequently Asked Questions [...] The future of software development is rapidly evolving as vibe coding gains traction, reshaping how we think about building technology. Predictions for 2025 and beyond suggest that AI-powered coding assistants will not only speed up workflows but also fundamentally shift developer roles from hands-on coding to guiding, reviewing, and orchestrating AI-generated solutions.\", \"score\": 0.68748367, \"raw_content\": \"Built on Vibes: A First-Hand Account of Software Development with Vibe Coding\\n\\nBy Ludo Fourrage\\n\\nLast Updated: April 20th 2025\\n\\nToo Long; Didn't Read:\\n\\nVibe coding, introduced by Andrej Karpathy in 2025, lets developers describe software needs in plain English, with AI tools generating and refining code. Used by 25% of recent Y Combinator startups, this approach accelerates prototyping and lowers technical barriers, but requires careful review for bugs, security, and quality assurance.\\n\\nVibe coding, a concept introduced by Andrej Karpathy in early 2025, reimagines software development by shifting the coder’s main task from manual programming to describing project needs in conversational language.\\n\\nWith vibe coding, you express what you want your software to do - often in plain English - and AI converts those requests into functioning code using tools like ChatGPT, GitHub Copilot, and Replit.\\n\\nAs discussed in this overview of vibe coding, the approach centers on prompt-driven collaboration with large language models: you describe a feature or solution, review the AI’s output, and refine as needed, even if you don’t fully understand every piece of underlying code.\\n\\nThis model makes app creation accessible, especially for beginners or non-engineers, as highlighted in this software engineering guide to vibe coding, where rapid prototyping and iterative experimentation become the norm.\\n\\nHowever, as vibe coding gains popularity - 25% of recent Y Combinator startups reportedly use predominantly AI-generated code - it’s important to be mindful of potential risks like undetected bugs or security gaps.\\n\\nMIT Technology Review’s exploration points out that while this trend lowers technical barriers for many, it’s still essential to maintain oversight and testing, especially on critical projects.\\n\\nThe rest of this article dives deeper into vibe coding’s practical workflow, benefits, and considerations for new and seasoned developers alike.\\n\\n\\n\\n\\n\\nAspect | Main Takeaway | Contributor\\nWorkflow | Uses conversational language for iterative code generation and refinement. | Nancy Gonzalez\\nBenefit | Opens up coding opportunities to people with less technical expertise. | William Williams\\nConsideration | Requires extra care with security and bug detection for critical projects. | Nancy Taylor\\nTable of Contents\\n\\nCheck out next:\\n\\nExplore the origins of vibe coding by delving into Karpathy’s groundbreaking concept that started it all in 2025.\\n\\nHow Vibe Coding Works: AI Tools and the Developer Workflow\\n\\nVibe coding in 2025 has changed the developer workflow by letting you describe what you want your software to do - in plain English - and having AI tools transform those ideas into working code.\\n\\nInstead of worrying about every syntax rule, you start with your concept, and AI coding assistants like Cursor, Replit, and GitHub Copilot jump in to generate code, frameworks, or even full project setups.\\n\\nThis approach, sometimes called \\\"chat-oriented programming,\\\" means the developer's main job is guiding the AI with clear prompts and giving feedback on the output.\\n\\nFor example, a typical workflow starts when you Describe a task, like “Create a web app for photo sharing with user login.” The AI tool then Generates the initial files and code.\\n\\nYou Iterate through feedback cycles - asking for new features, changes, or fixing issues - which is a flexible process similar to having a conversation.\\n\\nResearch shows most users go through several rounds of prompting, continually refining their project with the AI's help (Getting Started with Vibe Coding).\\n\\nFinally, in the Refine & Deploy phase, you review, test, and make last tweaks, often letting the AI suggest bug fixes or optimizations as well.\\n\\nThe choice of tool makes a big difference: platforms like Cursor support both beginner and advanced users with chat-integrated editing, while GitHub Copilot and Replit excel in IDE and cloud-based workflows, respectively (Best AI for Coding in 2025).\\n\\nTool | Unique Features | Best For\\nCursor | Graphical and terminal user support, multi-file chat, strong team collaboration | Lisa Williams:Versatilityfor both beginners and professionals\\nGitHub Copilot | Block code suggestions, deep IDE integration, real-time chat | Matthew Garcia:Seamless IDE workflow integration\\nReplit | Web-based coding, instant AI pair programming, live collaboration | Richard Thomas:Cloud-based developmentand live teamwork\\n\\n\\n\\n\\n\\n\\nVibe coding’s power comes from a blend of rapid iteration and human oversight - embracing the back-and-forth between people and AI (What is Vibe Coding?).\\n\\nThe paradigm has shifted from writing instructions to crafting conversations, allowing more people to turn ideas into software with fewer barriers.\\n\\nFill this form to download every syllabus from Nucamp.\\n\\nAnd learn about Nucamp's Vibe Coding Bootcamps and why aspiring developers choose us.\\n\\nA First-Hand Journey: Building with Vibe Coding in 2025\\n\\nEmbarking on a vibe coding journey in 2025 as a beginner shows just how accessible software development has become with the help of AI tools.\\n\\nSetting up a project using Nuxt 3 and Tailwind CSS, for instance, no longer requires extensive command-line knowledge or manual config. AI coding assistants like GitHub Copilot, ChatGPT, and others are now fully woven into the development process, shifting the focus from following strict tutorials to actually creating and experimenting.\\n\\nYou can start a session by describing your goal in everyday language - such as, “Set up a Nuxt 3 app with Tailwind CSS and a responsive hero section” - and the AI responds by generating the right codebase, configuration files, and even offering step-by-step debugging help.\\n\\nTools like Cursor, Windsurf, and Copilot have become go-to options, with developers praising their ability to handle project scaffolding, inline suggestions, and context-aware code reviews as documented by software creators.\\n\\nGetting Tailwind CSS set up with Nuxt takes just a few guided steps, such as installing dependencies, updating your Nuxt config, and letting the AI streamline the asset imports and build process - all of which you can follow and tweak as you learn (see the official guide).\\n\\nA practical AI-driven workflow typically looks like this:\\n\\nWith AI-driven editors allowing multi-model support and features like real-time chat and codebase-wide context, even beginners can quickly build, troubleshoot, and refine their projects as shared by developers testing top coding tools in 2025.\\n\\nTo get the most out of this approach:\\n\\nThis process gives you both guidance and the space to experiment, making coding a more relaxed and creative experience.\\n\\nStep\\nAI Assistance\\nBeginner Tip\\n\\n\\n\\n\\nProject Initialization\\nGenerates setup scripts and project structure\\nAsk why certain folders are needed\\n\\n\\nComponent Building\\nScaffolds Vue components with example data\\nEdit small parts to see results in real time\\n\\n\\nStyling\\nSuggests Tailwind utility classes and layouts\\nTry out AI’s alternative suggestions for different looks\\n\\nStep | AI Assistance | Beginner Tip\\nProject Initialization | Generates setup scripts and project structure | Ask why certain folders are needed\\nComponent Building | Scaffolds Vue components with example data | Edit small parts to see results in real time\\nStyling | Suggests Tailwind utility classes and layouts | Try out AI’s alternative suggestions for different looks\\nBuilding with vibe coding is as much about learning and collaborating with AI as it is about coding itself.\\n\\nApproaching each session as a conversation and not hesitating to ask for clarity helps turn what could be a daunting process into one that is both approachable and empowering.\\n\\n\\n\\n\\n\\n\\n\\nBenefits of Vibe Coding: Creativity, Speed, and Access for All\\n\\nVibe coding is changing how beginners step into software development, making it more approachable and opening new opportunities for those without traditional technical backgrounds.\\n\\nInstead of wrestling with complex syntax or frameworks from day one, users describe what they want in plain language and let AI tools - like GitHub Copilot, Cursor, and Replit - translate those ideas into working code.\\n\\nThis method, named by Andrej Karpathy, has made it possible for people to build programs simply by guiding the AI through natural conversation and feedback loops.\\n\\nRecent insights highlight that, with vibe coding, product iteration cycles are much shorter, and working prototypes are often ready in hours - sometimes even in minutes - allowing teams to launch with fewer resources and less friction (hidden benefits of vibe coding).\\n\\nDocumenting code - a chore for many - also becomes easier, as AI tools can keep documentation synced with code changes automatically. For complete beginners, much of the anxiety around “not knowing enough” disappears, replaced by the ability to experiment, learn by doing, and refine ideas with less risk of running into technical roadblocks (Vibe Coding: AI-Assisted Coding for Non-Developers).\\n\\nVibe coding tools also encourage creative freedom, letting learners try new languages or design patterns with less commitment and lower stakes. Because the process centers on human guidance and iterative review, users can develop a real sense of ownership over their projects, regardless of their previous coding experience.\\n\\nThis accessibility is helping more non-traditional learners and diverse newcomers become active creators in tech. Even startups are noticing the change, with 25% of Y Combinator’s 2025 batch reporting up to 95% of their code generated through AI, a sign of just how much faster and more inclusive development can become (balancing speed and safety with vibe coding).\\n\\nFill this form to download every syllabus from Nucamp.\\n\\nAnd learn about Nucamp's Vibe Coding Bootcamps and why aspiring developers choose us.\\n\\nPitfalls and Risks: What Beginners Should Watch Out For\\n\\nVibe coding empowers beginners to move from idea to application with unprecedented speed, but it’s equally important to recognize the unique pitfalls and risks that arise when relying on AI-generated code.\\n\\nAI-powered tools can analyze and suggest code quickly, but research shows they frequently create functional code that contains errors, security flaws, or may not follow best practices - sometimes missing project-specific context entirely.\\n\\nFor instance, recent findings have highlighted that risks include not just insecure code, but also downstream impacts like technical debt and reduced developer understanding when auto-generated suggestions aren't carefully reviewed or adapted.\\n\\nTo stay safe, beginners should focus on these strategies:\\n\\n\\n\\n\\n\\nBest Practices for Safe and Effective Vibe Coding\\n\\nAs vibe coding continues to gain traction in software development, applying best practices for safety and effectiveness is vital - especially for those new to using AI-assisted workflows.\\n\\nResearch highlights that while many developers rely on AI coding assistants, widespread challenges remain around consistent code review and understanding the unique risks AI can introduce.\\n\\nFor example, studies show that AI-generated code, even when produced by top models, may contain logical inconsistencies, miss business logic, or introduce security flaws if not thoroughly reviewed by a human.\\n\\n\\n\\n\\n\\nStrategy | Purpose | Best Used With\\nAutomated Testing | Catch bugsearly | Manual code review\\nCode Linting | Ensurestyle consistency | Continuous Integration\\nStatic Analysis | Identifysecurity issues | Automated review tools\\nFor practical implementation tips and a deeper look at reviewing AI-generated code, see this guide on reviewing AI-written code, explore best practices for coding with AI, and learn strategies for safe automated code reviews.\\n\\nFill this form to download every syllabus from Nucamp.\\n\\nAnd learn about Nucamp's Vibe Coding Bootcamps and why aspiring developers choose us.\\n\\nThe Future of Software Development: Where Vibe Coding Is Heading\\n\\nThe future of software development is rapidly evolving as vibe coding gains traction, reshaping how we think about building technology. Predictions for 2025 and beyond suggest that AI-powered coding assistants will not only speed up workflows but also fundamentally shift developer roles from hands-on coding to guiding, reviewing, and orchestrating AI-generated solutions.\\n\\nAs highlighted by Andrej Karpathy, the originator of the term vibe coding, success will hinge on being able to communicate needs clearly and collaborate with AI effectively.\\n\\nRecent studies show that nearly 80% of professional developers now use AI tools daily, and the new development landscape emphasizes prompt engineering, iterative feedback, and human-AI teamwork see more on AI's impact on developer roles.\\n\\n\\n\\nLooking ahead, vibe coding is making software creation more accessible, empowering non-developers, youth, and people from non-traditional backgrounds to participate in technology.\\n\\nEstimates reveal that up to 75% of users on platforms like Replit never write a single line of code, relying completely on AI to turn their ideas into working applications discover how vibe coding lowers barriers.\\n\\nThis democratization is sparking a new era where creativity and problem articulation matter as much as traditional programming skills. However, experts caution that while AI speeds things up, it also introduces new challenges around code quality, security, and debugging, making roles like “AI Prompt Engineer” and “AI Code Auditor” increasingly vital.\\n\\nRole | Key Responsibility | Central Theme\\nAI Prompt Engineer | Crafts clear instructions for AI | Effective communicationensures quality results\\nAI Code Auditor | Reviews and validates AI-generated code | Security and qualityare top priorities\\nHuman Developer | Collaborates, innovates, and guides AI output | Blending creativitywith technology drives success\\n\\n\\n\\n\\nCommunity-driven ecosystems are evolving as well, with open source contributions rapidly expanding - mirroring how collaborations and best practices propagate across the vibe coding community.\\n\\nAs the industry adapts, blending human creativity with AI’s efficiency will redefine job satisfaction, prompt new learning models, and change what it means to “develop software” as explored in recent predictions for the future of vibe coding.\\n\\nFrequently Asked Questions\\n\\nWhat is vibe coding and how does it work?\\n\\nVibe coding is a software development approach popularized in 2025, where developers describe project needs in plain, conversational language and AI coding assistants generate the actual code. This process emphasizes a collaborative, prompt-driven workflow with AI, allowing users - even those with little technical background - to build and refine applications through iterative feedback and natural conversation.\\n\\nWhat are the main benefits of vibe coding?\\n\\nVibe coding lowers barriers for beginners, accelerates prototyping, and makes software development more inclusive. Users can focus on the vision and features of their project instead of syntax or manual setup, resulting in faster iteration, easier documentation, and greater creative freedom. It also promotes learning by doing, enabling rapid experimentation with fewer technical hurdles.\\n\\nWhat are the risks or challenges of AI-generated code with vibe coding?\\n\\nThe main risks include undetected bugs, security vulnerabilities, or poor-quality code due to the AI potentially missing project-specific context or best practices. Manual review, thorough testing, and frequent code auditing are essential to mitigate these risks, especially for production or critical software, as AI output is not flawless and may introduce technical debt if not carefully managed.\\n\\nWhich tools are commonly used for vibe coding, and what do they offer?\\n\\nPopular tools for vibe coding include Cursor (for collaborative chat and graphical/terminal workflows), GitHub Copilot (for IDE integration and real-time block suggestions), and Replit (for web-based, live coding and AI pair programming). These tools automate project scaffolding, provide step-by-step explanations, and streamline rapid prototyping, serving both beginners and advanced users.\\n\\nHow is the role of developers changing with the rise of vibe coding?\\n\\nDevelopers are transitioning from manual coders to guides and reviewers in a human-AI partnership. The focus is on prompt engineering, iterative feedback, and overseeing the quality and security of AI-generated solutions. New roles like AI Prompt Engineer and AI Code Auditor are emerging, emphasizing effective communication with AI and vigilant oversight to ensure robust, secure, and maintainable software.\\n\\nYou may be interested in the following topics as well:\\n\\nDive into the origins of this movement and discover Andreij Karpathy's influence on the vibe coding phenomenon.\\n\\nFind out how skill atrophy in new coders is becoming a silent epidemic due to overreliance on AI-generated code.\\n\\nDive into the explosion of no-code and low-code tools that are making app development more accessible than ever before.\\n\\nFind out why mastering programming languages gives you complete control over your projects.\\n\\nSee how vibe coding is democratizing software development by empowering non-coders to bring their ideas to life.\\n\\nFind out how the perfect blend of AI and human expertise synergy is unlocking new levels of innovation and reliability in coding projects.\\n\\nCut API development time in half with Apidog MCP Server AI APIs that auto-generate logic and documentation for your projects.\\n\\nDiscover how AI-assisted coding is reshaping the way beginners and professionals approach software development.\\n\\nLudo Fourrage\\n\\nFounder and CEO\\n\\nLudovic (Ludo) Fourrage is an education industry veteran, named in 2017 as a Learning Technology Leader by Training Magazine. Before founding Nucamp, Ludo spent 18 years at Microsoft where he led innovation in the learning space. As the Senior Director of Digital Learning at this same company, Ludo led the development of the first of its kind 'YouTube for the Enterprise'. More recently, he delivered one of the most successful Corporate MOOC programs in partnership with top business schools and consulting organizations, i.e. INSEAD, Wharton, London Business School, and Accenture, to name a few. ​With the belief that the right education for everyone is an achievable goal, Ludo leads the nucamp team in the quest to make quality education accessible\\n\\nRelated Blogs\\n\\nNewsletter\\n\\nConnect\\n\\nBootcamps\\n\\nCompany\\n\\n2025 © Nucamp Inc. All rights reserved.Bellevue, WA 98005.\\n\\n\"}, {\"type\": \"page\", \"title\": \"The Vibe Coding Revolution: How Aesthetics and AI Are Reshaping ...\", \"url\": \"https://medium.com/included-vc/the-vibe-coding-revolution-how-aesthetics-and-ai-are-reshaping-how-we-build-software-11c7964c6d26\", \"content\": \"The Future of Vibe Coding\\nWhere is vibe coding heading? Several exciting trends are emerging:\\nAI Integration and Personalization\\nFuture tools might extend AI capabilities to aesthetic domains — suggesting color scheme adjustments based on lighting conditions, adapting font sizes to reduce eye strain, or dynamically adjusting interface elements based on the developer’s current focus and cognitive state.\\nVirtual and Augmented Reality Environments\", \"score\": 0.68191797, \"raw_content\": \"Published Time: 2025-04-16T13:50:06.523Z\\nThe Vibe Coding Revolution: How Aesthetics and AI Are Reshaping How We Build Software | by Kira Cheung | Included VC | Apr, 2025 | Medium\\nOpen in app\\nSign up\\nSign in\\n\\nWrite\\n\\nSign up\\nSign in\\n\\nIncluded VC ---------------\\n·Follow publication\\n\\nIncluded VC: the first of-its-kind fully funded global Fellowship designed to provide opportunity to underrepresented and overlooked aspiring VCs who are actively committed to breaking into, and pursuing a career in venture capital.\\nFollow publication\\nThe Vibe Coding Revolution: How Aesthetics and AI Are Reshaping How We Build Software\\n\\nKira Cheung\\nFollow\\n8 min read\\n·\\nApr 16, 2025\\n\\n\\nListen\\nShare\\nThe Rise of Coding with Vibes\\nImagine telling your computer what you want to build in plain English and watching as it transforms your words into working code. Then picture customizing your workspace to feel like a digital sanctuary — with colors, fonts, and layouts that spark joy and creativity. This fusion of AI-powered coding and personalized development environments represents the dual meaning of “vibe coding” — a revolution that’s transforming not just how we write code, but how we experience the entire process of building software.\\nWhen Andrej Karpathy, former AI leader at Tesla and co-founder of OpenAI, tweeted in February 2025 that “the hottest new programming language is English,” he wasn’t just being clever. He was describing a fundamental shift in how software gets created. As he later explained about his own coding process: “It’s not really coding — I just see things, say things, run things, and copy-paste things, and it mostly works.”\\nThis new approach to programming has rapidly gained traction, especially among startups. Y Combinator reported that 25% of startups in their Winter 2025 batch had codebases that were predominantly (95%) generated by AI. What’s driving this shift? The promise of faster development, reduced technical barriers, and a more intuitive, conversational relationship with our tools.\\nBut vibe coding isn’t just about letting AI write your code. It’s also about crafting development environments that feel personally meaningful — spaces that acknowledge the human behind the keyboard. Let’s explore both dimensions of this revolution and how they’re reshaping the future of software development.\\nFrom Command Line to Custom Paradise: The Evolution of Coding Environments\\nThe journey to today’s aesthetic-focused development environments has been long. Early programmers worked with monochrome monitors and plain text interfaces, where function reigned supreme and form was an afterthought. Hardware limitations made aesthetic considerations nearly impossible, and the “hacker aesthetic” valued technical efficiency above all else.\\nEven when graphical user interfaces transformed computing in the 1980s, many developers resisted the aesthetic revolution. Text-based editors like Vim and Emacs remained popular, reflecting a culture that often viewed visual concerns as frivolous. As Steven Levy noted in “Hackers: Heroes of the Computer Revolution,” there was pride in mastering difficult interfaces that separated “real programmers” from casual users.\\nThe turning point came in the early 2010s with the popularity of editors like Sublime Text, which offered sleek interfaces and extensive customization options. This shift coincided with broader design trends — Apple’s influence on product aesthetics, the rise of user experience as a discipline, and growing recognition that our tools shape not just what we create, but how we feel while creating.\\nToday, developers invest significant time and resources into personalizing their environments. The evidence is everywhere — from the r/unixporn subreddit (which grew from 100,000 subscribers in 2016 to over 500,000 by 2023) to the millions of views on YouTube videos about terminal customization.\\nThe Psychology Behind the Vibe\\nWhy does the aesthetic aspect of coding matter? Research in cognitive psychology offers some insights.\\nAccording to cognitive load theory, humans have limited working memory capacity. Any aspect of an interface requiring mental processing — visual noise, poor contrast, inconsistent layout — consumes cognitive resources that could otherwise go toward problem-solving. A well-designed, visually harmonious coding environment isn’t merely pleasing — it potentially enhances performance by reducing cognitive load.\\nColor psychology also plays a role. Blue tones, commonly used in popular coding themes like “Dracula” and “Nord,” have been associated with enhanced creative performance and reduced anxiety. The widespread preference for dark themes may have physiological benefits too, with studies finding that light text on dark backgrounds can reduce eye strain during prolonged screen use.\\nPerhaps most compelling is the connection to flow state — that coveted condition of full immersion and energized focus described by psychologist Mihaly Csikszentmihalyi. Research on flow triggers has identified environmental factors that help induce and maintain this state, including minimizing distractions and creating rich environments with immediate feedback.\\nA developer who has customized their terminal with a pleasing color scheme, chosen a font that reduces cognitive friction, and surrounded themselves with other supportive environmental elements may be more likely to achieve and maintain flow during coding sessions.\\nThe Vibe Coding Toolkit: What’s in Your Arsenal?\\nThe universe of vibe coding spans multiple categories, from core development environments to peripheral accessories.\\nCore Development Tools\\n\\nText Editors & IDEs: VS Code with custom themes and extensions, Neovim with configuration frameworks like NvChad, JetBrains IDEs with Material Theme UI\\nTerminal Emulators: iTerm2 (macOS), Alacritty (cross-platform, GPU-accelerated), Windows Terminal, Kitty (GPU-based)\\nShell Frameworks & Prompts: Oh My Zsh, Starship (cross-shell prompt), Powerlevel10k, Fish shell\\n\\nAesthetic Enhancements\\n\\nColor Schemes & Themes: Dracula (ported to 200+ apps), Nord (arctic-inspired), Catppuccin (pastel theme), Tokyo Night (dark blue)\\nProgramming Fonts: JetBrains Mono, Fira Code, Cascadia Code, Operator Mono (all offering coding ligatures)\\nIcon Sets: Material Icon Theme, VSCode Icons, Carbon Icons\\n\\nAI-Powered Coding Assistants\\n\\nCursor: A code editor with deep AI integration, including voice-to-code programming\\nGitHub Copilot: Offers real-time code suggestions within popular editors\\nLovable: A platform explicitly designed to make “vibe coding a reality” for non-programmers\\nRetool: Streamlines building internal tools through pre-built components and API connections\\n\\n\\nThe market for these tools is substantial and growing rapidly. The mechanical keyboard market alone reached $1.36 billion in 2022 and is projected to grow at a CAGR of 11.7% through 2030. The AI in software development market was valued at $3.5 billion in 2022 and is projected to reach $15.7 billion by 2027.\\nWhen Vibes Meet Practice: Real-World Impact\\nThe vibe coding movement isn’t just theoretical — it’s changing how real software gets built:\\nStreaming Culture\\nLive-coding streamers like ThePrimeagen and Theo have become influential proponents of vibe coding, dedicating entire videos to customizing development environments. The popularity of such content — with some setup videos garnering millions of views — demonstrates widespread interest in the visual aspects of coding.\\nCorporate Adoption\\nForward-thinking companies have begun recognizing the value of aesthetic development environments. GitHub’s dark mode was developed with careful attention to color contrast and visual harmony. Companies like Stripe distinguish themselves through beautifully designed developer tools, which they describe as a competitive advantage in recruiting and retaining talent.\\nSpotify even encourages developer personalization of environments as part of their engineering culture, reporting measurable improvements in job satisfaction as a result.\\nStartup Acceleration\\nThe AI aspect of vibe coding is transforming how startups build products. With tools that translate natural language into functional code, founders can rapidly prototype and iterate on ideas without deep technical expertise. This democratization of software development could lead to more diverse perspectives in the tech industry.\\nThe Challenges: Not All Vibes Are Good Vibes\\nDespite its growing popularity, vibe coding faces legitimate criticisms:\\nStyle vs. Substance\\nCritics worry that excessive focus on aesthetics might distract from fundamental programming skills. As programming blogger Jeff Atwood cautioned, “I worry we’re raising a generation of developers who spend more time tweaking their terminal colors than understanding algorithms.”\\nResearch on productivity impact shows mixed results. While developers report higher satisfaction with customized environments, studies haven’t demonstrated significant improvements in objective productivity metrics.\\nAccessibility Concerns\\nMany popular color schemes prioritize aesthetic harmony over contrast ratios that would make code readable for developers with visual impairments. Analysis by accessibility researchers found that 68% of popular coding themes failed to meet the minimum contrast ratio recommended by accessibility guidelines.\\nEconomic Barriers\\nThe full vibe coding setup — with premium mechanical keyboards, ultrawide monitors, ergonomic chairs, and custom accessories — can represent an investment of thousands of dollars. This raises questions about who gets to participate in vibe coding culture and whether it might inadvertently contribute to socioeconomic stratification.\\nAI Reliability\\nWhile AI coding assistants can generate impressive code, they’re not infallible. Critics of the AI approach to vibe coding point out potential issues with code quality, security, and maintainability. There’s also concern about developers becoming overly reliant on AI and losing fundamental coding skills.\\nStarting Your Own Vibe Coding Journey\\nIf you’re interested in exploring vibe coding, here are some practical steps:\\nAssess Your Personal Preferences\\nBegin with self-reflection rather than product purchases. Understand your cognitive style, aesthetic preferences, and workflow patterns. Some developers thrive in minimalist environments, while others benefit from information-rich interfaces. By observing your own patterns, you can customize your environment in ways that genuinely support your work.\\nBalance Aesthetics and Functionality\\nPrioritize customizations that enhance rather than hinder your development process:\\n\\nChoose syntax highlighting themes with strong contrast for frequently referenced code elements\\nSelect fonts that enhance readability for long coding sessions\\nConfigure terminal prompts to highlight information relevant to your workflow\\nEnsure aesthetic customizations don’t significantly impact performance\\n\\nStart Small with AI\\nIf you’re new to AI-assisted coding, begin with tools like GitHub Copilot that integrate with your existing workflow. As you gain confidence, you might explore more comprehensive solutions like Cursor or Lovable. Always review AI-generated code carefully and treat it as a collaborative partner rather than an infallible oracle.\\nConsider Cost-Effective Approaches\\nMeaningful personalization doesn’t require significant investment:\\n\\nFocus on software customization (themes, fonts, configurations) rather than hardware upgrades\\nExplore open-source alternatives to premium tools\\nMake targeted investments in elements directly impacting comfort and productivity\\nLearn basic DIY skills for customizing existing equipment\\n\\nThe Future of Vibe Coding\\nWhere is vibe coding heading? Several exciting trends are emerging:\\nAI Integration and Personalization\\nFuture tools might extend AI capabilities to aesthetic domains — suggesting color scheme adjustments based on lighting conditions, adapting font sizes to reduce eye strain, or dynamically adjusting interface elements based on the developer’s current focus and cognitive state.\\nVirtual and Augmented Reality Environments\\nAs VR and AR technologies mature, they open new possibilities for immersive coding environments that transcend traditional screens. Experimental VR coding environments have demonstrated the potential for spatial development environments where code becomes a three-dimensional structure.\\nBiometric Feedback and Adaptation\\nEmerging technologies at the intersection of biometrics and computing suggest a future where development environments might adapt based on physiological feedback. Wearable devices could monitor metrics like heart rate variability and eye movement patterns to detect states of flow, frustration, or fatigue, adjusting the environment accordingly.\\nEmbracing the Human Element in Digital Creation\\nThe vibe coding movement represents more than a passing trend. At its core, it reflects a fundamental shift in how we think about the relationship between humans and technology — a recognition that the environments in which we create digital artifacts matter not just functionally but experientially.\\nAs coding has evolved from a specialized technical activity to a form of creative expression that shapes our digital world, the environments in which this creation happens have similarly evolved — becoming spaces that support not just the technical but the human dimensions of programming.\\nWhether you’re drawn to the aesthetic side of vibe coding, the AI-assisted approach, or both, the underlying message is the same: behind every line of code that powers our digital world, there is a human creator — with preferences, sensibilities, and a desire for tools that inspire rather than merely enable their work.\\nAs we continue to refine our development environments and leverage AI as a collaborator, we’re not just changing how code gets written — we’re reimagining the entire experience of building software. And in that reimagining lies the potential for more intuitive, accessible, and personally meaningful creation.\\n\\nSign up to discover human stories that deepen your understanding of the world.\\nFree\\nDistraction-free reading. No ads.\\nOrganize your knowledge with lists and highlights.\\nTell your story. Find your audience.\\nSign up for free\\nMembership\\nRead member-only stories\\nSupport writers you read most\\nEarn money for your writing\\nListen to audio narrations\\nRead offline with the Medium app\\nTry for $5/month\\nCoding\\nVenture Capital\\n\\n\\n\\n\\n\\nFollow\\nPublished in Included VC ------------------------\\n625 Followers\\n·Last published 17 hours ago\\nIncluded VC: the first of-its-kind fully funded global Fellowship designed to provide opportunity to underrepresented and overlooked aspiring VCs who are actively committed to breaking into, and pursuing a career in venture capital.\\nFollow\\n\\n\\nFollow\\nWritten by Kira Cheung ----------------------\\n19 Followers\\n·70 Following\\nFollow\\nNo responses yet\\n\\n\\nWrite a response\\nWhat are your thoughts?\\nCancel\\nRespond\\nMore from Kira Cheung and Included VC\\n\\n\\nIn\\nIncluded VC\\nby\\nKira Cheung\\nThe Boss Move: Reverse Acqui-hire --------------------------------- ### In Silicon Valley’s latest evolution, a profound shift is reshaping how tech giants acquire innovation: the reverse acqui-hire. Unlike…\\nDec 20, 2024\\n\\n\\n\\n\\nIn\\nIncluded VC\\nby\\nRaman Rai\\nThe Hype is Over: AI Landscape in Venture Capital 2024 ------------------------------------------------------ ### Global AI funding has hit $290 billion — one of the most aggressively funded sectors. Learn about how AI investment is being shaped by VCs.\\nDec 14, 2024\\n222 2\\n\\n\\n\\nIn\\nIncluded VC\\nby\\nMalvika Rathod\\nWhy the UK Startup Party Often Ends Before the Unicorns Arrive -------------------------------------------------------------- ### Late-Stage Funding Proportions UK startups 🇬🇧 saw late-stage funding rounds (Series C and beyond) account for only 20% of total VC…\\nFeb 3\\n21 1\\n\\n\\n\\nIn\\nIncluded VC\\nby\\nKira Cheung\\nThe Death of Choice? Navigating Agency in the AI Era ---------------------------------------------------- ### Picture this: you wake up in the morning and your smart home has already adjusted the temperature, started the coffee maker, and queued up…\\nDec 14, 2024\\n179\\n\\nSee all from Kira Cheung\\nSee all from Included VC\\nRecommended from Medium\\n\\n\\nIn\\nWritings from Thomvest Ventures\\nby\\nAshish Kakran\\nMarket Map: 130+ companies transforming the AI Software Development market -------------------------------------------------------------------------- ### By Ashish Kakran, Mathew George, Umesh Padval\\nMar 11\\n26\\n\\n\\n\\nSanjeev Gulati\\nVibe coding — as per Andrej Karpathy. ------------------------------------- ### The Rise of the Prompt-Powered Programmer\\nApr 5\\n11\\n\\n\\n\\nIn\\nCoding Nexus\\nby\\nCode Pulse\\nHow I Tamed Cursor AI to Write Perfect Code Every Time. ------------------------------------------------------- ### AI coding tools like Cursor can be a blessing or a curse. When they work, it’s pure magic, but when they don’t, it’s like letting a drunk…\\nMar 11\\n37 1\\n\\n\\n\\nLuke Skyward\\nOpenAI Might Have Just Killed Claude ------------------------------------ ### AI Arms Race for Developers\\nApr 19\\n448 21\\n\\n\\n\\nIn\\nEntrepreneurship Handbook\\nby\\nAaron Dinin, PhD\\nThe Critical Difference Between Entrepreneurs and Everyone Else --------------------------------------------------------------- ### For anyone who’s ever wondered what makes someone an entrepreneur, here’s your answer.\\n4d ago\\n577 19\\n\\n\\n\\nIn\\nGoogle Cloud - Community\\nby\\nSalomone D\\nIs MCP the New HTTP? Understanding the Next Frontier in AI Communication ------------------------------------------------------------------------ ### AI needs its own HTTP. Is MCP it? Unpack the future of model communication.\\n4d ago\\n185 3\\n\\nSee more recommendations\\nHelp\\nStatus\\nAbout\\nCareers\\nPress\\nBlog\\nPrivacy\\nRules\\nTerms\\nText to speech\"}, {\"type\": \"image\", \"image_url\": \"https://datasciencedojo.com/wp-content/uploads/emerging-AI-and-machine-learning-trends-1030x1030.png\", \"image_description\": \"The diagram highlights twelve emerging trends in AI and machine learning for 2023, including Generative AI, Natural Language Processing, and the integration of AI with IoT, emphasizing themes like transparency, data security, and no-code tools for enhanced productivity in the tech landscape.\"}, {\"type\": \"image\", \"image_url\": \"https://pub.mdpi-res.com/applsci/applsci-13-07082/article_deploy/html/images/applsci-13-07082-g001.png?1686659731\", \"image_description\": \"The diagram outlines various key areas within the Artificial Intelligence Technology Landscape, including Neuromorphic Computing, Machine Learning, Natural Language Processing, and more, highlighting their interconnectedness and applications.\"}, {\"type\": \"image\", \"image_url\": \"https://bugfender.com/wp-content/uploads/2022/09/Screenshot_2022-09-27_at_6.58.35_PM.png\", \"image_description\": \"A central point labeled \\\"Open Source\\\" is surrounded by various concepts and categories such as \\\"Teaching/Mentoring,\\\" \\\"Security,\\\" \\\"Design,\\\" \\\"Code,\\\" and \\\"Marketing,\\\" connected with lines to illustrate different aspects and inquiries related to open source projects.\"}, {\"type\": \"image\", \"image_url\": \"https://www.webfx.com/wp-content/uploads/2025/03/032510_vibe_coding-1024x462.png\", \"image_description\": \"A person wearing glasses and a hoodie stares at a laptop, while a humanoid robot with a blue head displays code on its screen, both set against contrasting blue and yellow backgrounds.\"}, {\"type\": \"image\", \"image_url\": \"https://quiksite.com/wp-content/uploads/2016/09/Open-Source-Initiative-Members.png\", \"image_description\": \"Logos of various organizations and foundations, including the Open Source Initiative, Wikimedia Foundation, and Mozilla Foundation, represent a vibrant community focused on technological advancements and collaboration in the open-source ecosystem.\"}]", "tool_call_id": "call_fz3mv6fyhdh99o663wgxk5iv"} + +event: message_chunk +data: {"thread_id": "WBz9-nvt6t3jTVMqUbOqh", "agent": "researcher", "id": "run-aeaa893b-a7ab-48ab-8ec3-8c99de661311", "role": "assistant", "content": "###"} + +event: message_chunk +data: {"thread_id": "WBz9-nvt6t3jTVMqUbOqh", "agent": "researcher", "id": "run-aeaa893b-a7ab-48ab-8ec3-8c99de661311", "role": "assistant", "content": " Problem"} + +event: message_chunk +data: {"thread_id": "WBz9-nvt6t3jTVMqUbOqh", "agent": "researcher", "id": "run-aeaa893b-a7ab-48ab-8ec3-8c99de661311", "role": "assistant", "content": " Statement"} + +event: message_chunk 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"/mock/before-interrupt.txt" - : "/mock/after-interrupt.txt"; + if (params.interrupt_feedback === "accepted") { + replayFilePath = "/mock/final-answer.txt"; + } else if (params.interrupt_feedback === "edit_plan") { + replayFilePath = "/mock/re-plan.txt"; + } else { + replayFilePath = "/mock/first-plan.txt"; + } } fastForwardReplaying = true; } else {