Building & Product

How founders use AI for Vibe Coding

The resources behind 20 questions founders actually ask, then the questions themselves, each with a straight answer.

On the AI map, 29 October 2026 Coding agents App builders

What founders use for vibe coding, ranked by how many answers lean on it.

  1. How the line has blurred a year on, from the person who drew it. simonw.substack.com Article Vibe coding and agentic engineering are getting closer than I'd like Simon Willison
  2. The neutral, constantly updated record of the term and its debates. en.wikipedia.org Article Vibe coding (Wikipedia) Wikipedia
  3. The lexicographers' own definition and why usage exploded. blog.collinsdictionary.com Article Collins Word of the Year 2025: AI meets authenticity Collins Dictionary
  4. Two industry legends turn the vibe into a repeatable discipline. itrevolution.com Guide Vibe Coding: Building Production-Grade Software With GenAI (book) Gene Kim + Steve Yegge
  5. The book that formalises the vibe-to-engineering spectrum. beyond.addy.ie Guide Beyond Vibe Coding: a guide to AI-assisted development Addy Osmani
  6. The book's core ideas in one conversation. newsletter.pragmaticengineer.com Podcast Beyond Vibe Coding with Addy Osmani (podcast) The Pragmatic Engineer
  7. How the startup establishment absorbed the term within a month. x.com Thread YC on Karpathy's coinage and what it means Y Combinator
  8. The practitioner argument over what the word should mean. news.ycombinator.com Article Hacker News debates Ng's 'bad name for a real job' Hacker News
  9. A creator-economy lens on why non-coders adopted the term. news.thepublishpress.com Article Vibe Coding, Explained The Publish Press
  10. The academic treatment if you want the rigorous version. arxiv.org Article Vibe Coding: toward an AI-native paradigm for intent-driven programming arXiv (academic survey)
  11. Decode tokens, context windows, and RLS before your first session. siteground.com Guide Vibe coding glossary: key terms every beginner should know SiteGround Academy
  12. A builder-platform's plain-English dictionary of the jargon. blink.new Guide Vibe coding glossary: every term you need to know Blink
  13. The terms you will meet in your first month, explained simply. blog.vibecoder.me Guide Vibe coding vocabulary: every term you need Vibe Coder Blog
  14. Definition plus decision framework aimed squarely at founders. sonary.com Guide What is vibe coding? The non-technical founder's guide Sonary
  15. The Software 3.0 framing digested into ten minutes of reading. dulandias.com Article Software is changing (again): key takeaways from Karpathy's talk Dulan Dias
  16. The AI-engineering community's annotated read of the keynote. latent.space Article Andrej Karpathy on Software 3.0 Latent Space (swyx)
  17. The chaptered summary of his own talk, straight from the source. x.com Thread Karpathy: 'LLMs are a new kind of computer you program in English' Andrej Karpathy
  18. The most-copied spec-first workflow, with the exact prompts. harper.blog Guide My LLM codegen workflow atm Harper Reed
  19. How the workflow evolved after months of real use. harper.blog Article An LLM codegen hero's journey Harper Reed
  20. A trusted second opinion on why the approach works. simonwillison.net Article Simon Willison on Harper Reed's workflow Simon Willison
  21. The official handbook: four levels of prompting, from training wheels to meta. lovable.dev Guide The Lovable Prompting Bible Lovable
  22. Backend-aware prompting patterns from the database everyone uses. supabase.com Guide Vibe coding: best practices for prompting Supabase
  23. Data on what workflows actually succeed across thousands of users. anthropic.com Article How Claude Code is used in practice Anthropic
  24. Why GitHub built the antidote to piecemeal prompting. github.blog Guide Spec-driven development with AI: get started with a new open source toolkit GitHub

Show the next 24

The questions

Why can non-technical founders now build software with AI? Coding models crossed a quality threshold in late 2024, and a wave of tools (Lovable, Replit, Bolt, Emergent, Google AI Studio) now turn plain-English descri... 19 resources → What tools should I start with (Cursor, Claude Code, Lovable, Replit, Bolt, v0)? Lovable or Replit if you do not code, Claude Code or Codex if you can read code. Lovable gives 5 free build credits a day (Pro from $25 a month) and Replit C... 10 resources → How do real founders ship an MVP with AI in days instead of months? The pattern is consistent: scope one core workflow, prompt a working prototype in hours, put it in front of 5-10 real users within days, and iterate on live ... 19 resources → What are the limits, when do I still need a real engineer? Vibe coding gets you roughly 70% of the way: prototypes, internal tools, and early MVPs. The last 30% (security, scale, complex integrations, gnarly bugs) is... 21 resources → What actually counts as vibe coding, and how is it different from serious AI-assisted engineering? Karpathy's original meaning was specific: let the AI write everything and do not even read the code. Simon Willison drew the now-standard line: if you review... 18 resources → How do I plan and prompt so the AI builds what I actually want? The single biggest upgrade is to stop prompting features and start with a spec: brainstorm the idea into a written plan (a mini PRD), break it into small ste... 20 resources → How do I keep my vibe-coded app from getting hacked? AI tools routinely ship apps with API keys in the frontend and database security (like Supabase Row Level Security) switched off; scans found roughly 1 in 10... 22 resources → How do I get my vibe-coded prototype ready for real users? A demo that works for you and a product that survives strangers are different animals: before launch you need real authentication, database rules, environmen... 20 resources → How do I add accounts, a database, and payments to my vibe-coded app? Most builders now come with the backend built in: Lovable's built-in backend adds a database, sign-in and file storage as soon as you ask for them, and Repli... 19 resources → What do I do when the AI gets stuck, loops, or breaks things it already built? The 'fix this, break that' loop is the number one vibe-coding frustration, and it is usually a context problem: the session's memory is full and the AI is pa... 18 resources → How much does vibe coding really cost, and how do I stop burning credits? Plan on $20-100 a month while building seriously. App builders charge by usage: Lovable in credits from $25 a month, with chat free for planning, Bolt in tok... 20 resources → Do I still need to learn to code, or is prompting enough? You no longer need syntax, but you very much need computational thinking: how to break problems down, what a database or API is, and how to read what the AI ... 16 resources → Can vibe-coded products become real businesses? Yes, and the evidence is no longer anecdotal: Base44 sold to Wix for $80M six months after a solo founder started it, Pieter Levels' vibe-coded flight sim hi... 21 resources → Can I vibe code a mobile app and get it into the App Store? Yes: Replit's agent builds native mobile apps you can test on your phone and submit for App Store review, Google AI Studio builds native Android apps you can... 18 resources → How do I avoid losing work? Version control for founders who don't code The most common regret among new builders is losing a working version they cannot get back. The insurance policy is Git: think of it as unlimited save points... 20 resources → Lovable, Replit, Bolt or Base44: which AI app builder should I use? Lovable, for most non-technical founders building a first real web app; Replit when the app needs a real backend you will keep running and fixing. Lovable bu... 9 resources → Claude Code, Codex or Cursor: which AI coding agent should I use? Pick by the plan you already pay for and how you like to work: Claude Code to hand over long jobs, Codex to keep several tasks running in the cloud, Cursor t... 8 resources → How do I vibe code an app or website with AI, step by step? Pick one app builder, describe one small app, and improve it one change at a time. 1) Write half a page: who it is for, the three things it must do, and what... 8 resources → How do I write a spec or PRD that an AI coding agent like Claude Code can build from? Write a short spec the agent can check its own work against, not a long PRD. 1) State the outcome: who uses it, the job it does, and what done looks like as ... 7 resources → How do I get started with Claude Code? You need a paid Claude plan (Pro is $20 a month, $17 billed yearly) or a Claude Console account with prepaid API credits; the free Claude plan does not inclu... 7 resources →

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