Datasets:
term string | alternative_names string | coined_by string | coiner_role string | date_coined string | platform string | original_tweet string | original_tweet_url string | dictionary_definition string | merriam_webster_entry string | core_philosophy string | key_principle string | workflow_description string | paradigm_shift string | spectrum_nature string | primary_interaction string | prompting_strategies string | debugging_approach string | evaluation_method string | trust_model string | material_disengagement string | primary_ides string | ai_coding_assistants string | cloud_based_tools string | agentic_tools string | terminal_agents string | prompt_to_app_platforms string | ux_ui_design_tools string | best_practices string | prompting_techniques string | awareness_rate string | active_practitioners string | developers_using_ai_assisted string | daily_users string | weekly_users string | new_github_devs_copilot string | global_ai_tool_usage string | ycombinator_ai_code string | subreddit_name string | subreddit_created string | subreddit_members string | subreddit_rank string | related_subreddits string | linkedin_posts_analyzed string | reddit_threads_analyzed string | interview_studies string | time_savings string | increased_output string | improved_skills string | enjoyment string | creativity_boost string | organizational_support string | strategic_advantage string | confidence_rating string | accessibility string | speed string | rapid_prototyping string | coordination_work string | planning_complexity string | technical_debt string | operational_risks string | security_concerns string | security_breach_risk string | scalability_issue string | code_quality string | lack_of_understanding string | maintenance_gaps string | testing_gaps string | skills_development string | job_security_concern string | review_gaps string | no_review_process string | disclosure_issue string | replit_data_loss string | prompt_dependency string | hallucination_risk string | one_year_rename string | distinction_made string | future_autonomous_software string | hiring_outlook string | replacement_belief string | recommendation_rate string | established_tech_recommendation string | academic_papers string | research_methodology string | research_finding string | example_projects string | github_repos string | timeline string | traditional_vs_vibe string | memes string | cultural_impact string | jargon_status string | historical_precedents string | data_sources string | dataset_created string | dataset_version float64 | total_fields int64 | category string | license string |
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Vibe Coding | ["vibecoding", "vibe-coding", "AI-assisted programming", "prompt-driven development"] | Andrej Karpathy | OpenAI Co-founder, former Tesla AI Director | February 2, 2025 | X (Twitter) | There's a new kind of coding I call 'vibe coding', where you fully give in to the vibes, embrace exponentials, and forget that the code even exists. | https://x.com/karpathy/status/1886192184808149383 | Writing computer code in a somewhat careless fashion, with AI assistance[reference:0] | Yes - added to Merriam-Webster slang dictionary[reference:1] | Code First, Refine Later - focus on creating the 'vibe' of software rather than detailed code[reference:2] | Describe what you want in plain English; AI figures out the rest[reference:3] | I just see stuff, say stuff, run stuff, and copy paste stuff, and it mostly works[reference:4] | Shift from writing code line-by-line to guiding an AI assistant to generate, refine, and debug through conversation[reference:5] | Exists on a spectrum from 'Full vibe, no code review' to 'Structured vibe, heavy editing'[reference:6] | Natural language prompts → AI generates code → Human reviews/iterates | Blend of vague high-level directives with detailed technical specifications[reference:7] | Hybrid process combining AI assistance with manual practices[reference:8] | Rapid scanning and application testing[reference:9] | Dynamic and contextual trust developed through iterative verification, not blanket acceptance[reference:10] | Practitioners orchestrate code production mediated through AI while maintaining selective oversight[reference:11] | ["Cursor", "Windsurf Editor", "VS Code with AI extensions", "JetBrains IDEs"] | ["GitHub Copilot", "Tabnine", "Sourcegraph Cody", "Replit", "Codiga", "Amazon Q Developer", "Codeium", "AskCodi", "CodeRabbit", "Qodo"] | ["Bolt.new", "Lovable", "v0 by Vercel", "Replit Agent", "same.dev"] | ["Cursor Composer/Agent", "GitHub Copilot Agent mode", "Windsurf", "Mistral Vibe", "Cline extension"] | ["Vibe Code (npm)", "Continue.dev"] | ["Bolt.new", "Lovable", "Replit"] | ["v0", "same.dev"] | ["Start from a template or existing repo foundation[reference:12]", "Create a comprehensive plan in markdown before coding[reference:13]", "Use Agent mode for file-wide edits and test generation[reference:14]", "Prompt with specificity - include sample inputs and edge cases[reference:15]", "Keep chats focused - new cha... | ["Use 'Think hard', 'Think deep', 'Think longer' for complex tasks[reference:20]", "Provide dependency maps for features spanning 5+ files[reference:21]", "Adhere to DRY, SPOT, SOLID, GRASP, YAGNI principles[reference:22]", "Ask for deep research reports on language best practices[reference:23]"] | 94% of surveyed individuals have heard about vibe coding[reference:24][reference:25] | 54% actively practice vibe coding[reference:26][reference:27] | 83% of developers using AI-assisted vibe coding[reference:28][reference:29] | 63.2% use these tools daily[reference:30] | 28.2% use them weekly[reference:31] | Nearly 80% of new GitHub developers used Copilot within first week[reference:32] | 84% of developers worldwide use or plan to use AI coding tools (up from 76% in 2024)[reference:33] | 25% of Winter 2025 Y Combinator batch relied on 95% AI-generated code[reference:34] | r/vibecoding | February 8, 2025 (6 days after term coined)[reference:35] | 156,000+ members[reference:36][reference:37] | Top 1% of Reddit communities[reference:38][reference:39] | ["r/ChatGPTCoding (~101K members)", "r/vibecodingcommunity", "r/ProgrammerHumor", "r/cursor"] | 88 unique posts (25,493 words) analyzed[reference:40] | 46 threads (102,741 words) analyzed[reference:41] | 11 semi-structured interviews conducted[reference:42] | 87% of developers reported time savings[reference:43] | 74% said they were building more than before[reference:44] | 71% said approach made them better at their job[reference:45] | 74% said vibe coding made their work more enjoyable[reference:46][reference:47] | 67% said it improved creativity[reference:48][reference:49] | 76% supported deploying vibe coding tools across their organization[reference:50][reference:51] | 54% believe vibe coding provides strategic advantages for time to market[reference:52] | Average confidence: 3.2 out of 5[reference:53] | Non-software developers can now build working applications[reference:54] | Professionals can explore ideas faster than before[reference:55] | Translate ideas into executable applications within hours or minutes[reference:56] | 71% said vibe coding increased coordination work for their team[reference:57] | 63% said it made planning and task tracking more complex[reference:58] | 55% said vibe coding introduces technical debt[reference:59] | 33% said it creates operational risks like downtime or failures[reference:60] | 53% consider vibe coding unsuitable for scalability and security[reference:61] | Primary vulnerability - lack of proper security protocols[reference:62] | Significant human intervention required to develop scalable code[reference:63] | Code quality is wildly inconsistent - features duplicative or incompatible week to week[reference:64] | You don't know what you're running[reference:65] | Maintenance and scalability challenges[reference:66] | Quality, testing and verification gaps[reference:67] | 67% said vibe coding limits learning opportunities for junior developers[reference:68] | 39% worried it could threaten their own job security[reference:69] | 30% deploy AI-generated code without human review at least some of the time[reference:70] | 14% said no additional review process existed at all[reference:71] | 40% do not always fully disclose how extensively they use AI tools at work[reference:72] | Replit accidentally wiped a project database without recovery options[reference:73] | Requires very detailed and precise input prompts[reference:74] | Model hallucinations ranked as top concern (17.9%)[reference:75] | On one-year anniversary, Karpathy proposed replacing 'vibe coding' with 'agentic engineering'[reference:76] | Vibe coding = describing what you want and accepting what comes back; Agentic engineering = specifying constraints and using AI to accelerate reasoned implementation[reference:77] | 49% believe vibe coding will eventually lead to more autonomous software creation[reference:78] | 72% of companies plan to hire the same or more engineers in 2026[reference:79] | 70% of leaders disagree that vibe coding will replace core engineering functions[reference:80] | 51.4% recommended vibe coding (typically with caveats like 'only for prototyping')[reference:81] | 86.7% recommended more established technologies for new entrepreneurs[reference:82] | ["Vibe coding: programming through conversation with artificial intelligence (Sarkar & Drosos, 2025)", "Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook \u2013 Grey Literature Review"] | Framework analysis of curated video sessions with think-aloud reflections[reference:83] | Vibe coding does not eliminate need for programming expertise but redistributes it toward context management, rapid code evaluation, and decisions about when to transition[reference:84] | ["AI Game created via vibe coding making $50,000/month[reference:85]", "Web3DApp AI Vibe Coding Starter Kit[reference:86]", "NestJS backend template optimized for Cursor[reference:87]", "Elegant Task Management web app built with React and Vite[reference:88]", "BYO-X (Build Your Own X) projects via vibe coding[referenc... | ["awesome-vibe-coding (techiediaries) - curated list of tools", "awesome-vibe-coding-guide (analyticalrohit) - best practices", "Vibe-Coding-with-Cursor-A-Complete-Guide (pr0mila)", "vibe-stack - dependency mapping techniques", "vibe-code-boilerplate - workflow orchestration[reference:90]"] | {"2021-2022": "AI autocomplete gets smart - first coding assistants launch[reference:91]", "2023": "Chat enters the editor - LLMs change expectations[reference:92]", "2024": "Agents take the wheel - prompt-to-app platforms emerge[reference:93]", "Feb 2025": "Karpathy coins 'vibe coding' on X[reference:94]", "Feb 8 2025... | {"traditional": "Specify syntax, plan architecture upfront, write line-by-line, deep understanding required[reference:98]", "vibe": "Describe intent in natural language, accept AI output, iterate through conversation, selective oversight[reference:99]"} | ["Rick Rubin Headphones meme used to describe vibe coding feeling[reference:100]", "Desert Island meme about being stranded with only AI[reference:101]"] | Term gained traction on conference stages, in job descriptions, and at center of debate about how software gets built[reference:102] | More jargon than slang[reference:103] | Compared to literate programming (Knuth) and egoless programming (Weinberg)[reference:104] | ["Merriam-Webster Dictionary\u30108\u3011", "Know Your Meme\u30109\u3011", "Refine.dev blog\u301010\u3011", "arXiv academic paper (Sarkar & Drosos)\u301011\u3011", "MIT Technology Review\u301012\u3011", "GitHub awesome-vibe-coding\u301013\u3011", "GitHub awesome-vibe-coding-guide\u301014\u3011", "Academic grey literatu... | 2026-06-16T09:57:46.769442 | 1 | 99 | AI-Assisted Software Development | CC BY 4.0 |
Vibe Coding Dataset
This dataset was published on Kaggle by Samyakraj Bayar and mirrored here.
Download
The dataset is available as a ZIP archive: Vibe Coding Dataset.zip
License
MIT
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