codila (@0xCodila)

Anthropic Engineer: "The biggest mistake in AI right now - people are building graphs and loops without self-improving eval agent We made that mistake at Anthropic - It cost us 2 years" here's how he build it, step by step: step 1 → take 50 real user prompts - run your agent - if it passes 80%+,...

Google just released free 2-hour course on full Graph engineering: 1 prompt → 100 agents → loops → graphs from 0% to 100%: 10% → 17:44 - build your first agent 30% → 39:30 - Loop engineering: iterate, check, break 60% → 1:12:38 - Graph engineering 75% → 1:34:26 - agents that throttle themselves 100...

Google just released free 2-hour course on full agent engineering: 1 prompt → agent teams → loops → graphs from 0% to 100%: 10% → 38:46 - build your first agent 30% → 54:46 - connect MCP tools 55% → 1:12:43 - Loop engineering: 4 ways to run agents 70% → 1:20:57 - Graph engineering 100% → 2:22:31 - ...

Google just released free 1-hour course on building agentic knowledge Graphs from 0% to 100%: 10% → 4:01 - how to build a GraphRAG agent 30% → 15:00 - Graph Engineering explanation 55% → 30:00 - Agentic search Engineering 80% → 35:48 - Graph Engineering practice 100% → 47:06 - self-improving agents...

This free 6-hour course gets you Anthropic official "Claude Certified Architect" certificate with it you'll be hired at $250K/year in Anthropic's ecosystem 10:17 - set up your first Claude SDK in 10 min 47:36 - agentic loop foundations 1:52:53 - graph engineering 2:50:00 - tool use - make your age...

Anthropic and Andrew Ng built an agent that uses 90% fewer tokens from scratch: they dropped the entire book of Frankenstein into a prompt - 108,000 tokens asked one question the input dropped from 108,000 tokens to 11 here's how: step 1 → put everything that never changes at the top - tools, th...

Ex-Google engineer just dropped 1-hour course: loops, self-improving AI, memory systems - from scratch: 00:00 - the self-building agent 03:01 - soul.md runs everything 30:16 - RAG memory: pull 20 messages, not 2,000 31:48 - the loop that knows when to stop 35:14 - find the bug, fix the prompt 50:22...

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 no...

<b>Most people use AI the same way they used Google in 2005 </b> - Type something, read what comes back, type again The AI sits there doing nothing until you push it - <b>you are the engine</b> - The AI is a wrench you pick up and put down between every turn....