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Google Brain founder, Andrew Ng: "100% of my tasks are done by ai agents, self-improving loops are next. Give it 3-6 months and prompting is gone." 32 minutes of clear explanation on building loops from scratch. Worth more than any $500 agentic course. Watch it, then read the full guide below.
Claude Code team just dropped a free course on loop engineering with Fable 5: 00:00 - how Claude Code works under the hood 05:01 - the agentic loop explained 16:21 - the feature 99% of devs miss: auto mode 19:01 - why voice beats typing 32:34 - auto code review with draft PRs 58:39 - Fable 5 for non-code work this free course replaces every paid Claude Code tutorial watch today, then read the article below on loop engineering by Karpathy
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Vibe coders are getting sued. People are shipping apps with real users and skipping the boring stuff that kills them. A 20+ year dev shared the pre-launch checklist every AI builder needs. I added what I learned after shipping 60+ apps at the agency. Don't skip this: 1. Protect yourself, not just your app. The moment you collect user data you're in legal territory (GDPR, CCPA). Have a privacy policy. Know where user data lives. 2. Row Level Security. Without RLS, anyone can open DevTools and read your entire database. Supabase → Auth → Policies. Zero policies means your app is naked. 5 min to fix. 3. Test the failure path, not just the happy path. Wrong password 5x. Reset for an email that doesn't exist. Verification link clicked twice. Signup with an existing email. Catches 80% of auth bugs. 4. Security baseline in 2 min. Prompt your AI: "Review my app as a security specialist and make sure I have strong security headers and a solid baseline security posture." 5. OWASP. Prompt: "Review my app against OWASP standards and highlight vulnerabilities." This is where SQL injection, XSS and auth bugs actually get caught. 6. Client-side validation is UX, not security. Attackers disable JS and hit your API directly. Validate again on the server. Every time. 7. AI code leaks data in 3 spots: .env values in the frontend, API responses returning too much, secrets in logs. Prompt: "Check my app for credential or sensitive data leaks in frontend or API routes." 8. API keys in the frontend means game over. If it's in the browser, assume it's already taken. Move it server-side or proxy it. 9. Rate limits before someone burns your API bill. Cap every endpoint hitting a paid API. I've watched a Supabase bill jump from $20 to $200 in a day. 10. CAPTCHA on public forms (Cloudflare Turnstile is free) plus CORS locked to your domain. 10 min, kills bot floods. 11. Error messages that don't leak. "User not found", not "SELECT * FROM users failed". Log full errors server-side, show users generic messages. Build fast. Just don't ship naked. (full breakdown in my article below)
I still can't believe more people aren't doing this with Claude. Andrej Karpathy, a co-founder of OpenAI, keeps pushing one idea: stop using AI only to write code, point it at your reading and let it build a second brain. You aim Claude Code at a single folder and drop in anything, an article, a transcript, a PDF. Claude reads it, links it to what you already saved, and files it into a living wiki of everything you know. It compounds like interest. The more you feed it, the sharper it gets. Here's the whole thing: 1. Install Obsidian, create a vault, open the folder in Claude Code 2. Paste Karpathy's wiki idea and tell Claude to build the structure 3. Claude makes 3 folders: raw for sources, wiki for its pages, a CLAUDE.md that runs the whole loop 4. Drop any source into raw and say "ingest this" 5.Ask questions across everything you have ever read, forever 5 minutes to set up. You never open a blank chat again. Full step-by-step guide with Claude and Obsidian below.
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A senior Anthropic engineer just dropped 11-page PDF on "Loop Engineering" for agentic systems. The shift: you stop prompting the agent. You build the system that prompts it instead. Schedule → Discover → Build → Verify → Repeat Every loop runs one turn, five moves: • Discovery: it finds its own work - failing CI, open issues, recent commits - instead of being handed a list. • Handoff: each task gets an isolated git worktree so parallel agents don't collide. • Verification: a second agent, told to assume the code is broken, reviews the first. The "thing that can say no." • Persistence: results get written to disk, never left in a context window that gets flushed. • Scheduling: an automation wakes it on a timer. That's what makes it a loop. The key insight: an agent grading its own work always praises it. This 11-page PDF changed how I'm building agentic systems today. Read it now, then explore the article below.
A Father raised three sons. All three became millionaires before the age of 35. When he was asked how he did it, He said:"I forbade them from one habit while they were growing up. "
I genuinely don't understand why everyone isn't using this yet Andrej Karpathy, a co-founder of OpenAI, posted a simple idea that hit 16 million views: stop using AI to write code, use it to build a second brain. You point Claude Code at a folder, drop in any source, an article, a transcript, a PDF, and Claude reads it, links it, and files it into a living wiki of everything you know. It compounds like interest, the more you feed it, the smarter it gets. Here's the whole thing: > Install Obsidian, create a vault, open it in Claude Code > Paste Karpathy's wiki idea file and tell Claude to build it > Claude makes three folders: raw for sources, wiki for its pages, a CLAUDE.md that runs it > Drop any source into raw and say "ingest this" > Ask questions across everything, forever Five minutes to set up, and you never start from a blank chat again. Full step-by-step guide with Claude and Obsidian, link below. Bookmark this
Met a guy making $1.6 million a year. Three days ago he was at a Meta conference. Told me he saw the best AI talk of his life. Boris Cherny was on stage. Showed how the Anthropic team actually uses Claude day to day. Boris deleted his IDE eight months ago. Now he codes from his phone. I watched it last night. Had to pause it twice. Not because it was hard. Because I realized I've been using Claude like a toy. He sent me the recording. It was never published. Posting it below.
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SilentGalaxy @Emeraude0712
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