~/talk

Cut the Hype and Build Your Own AI Agents

Talkat LambdaConf 2025 · 2025-05-12..05-13· [ai-assisted-development]
slides:none on file

Claims that big-name agents fail for many tasks (one tool nailed 15% in a test) and that custom agents are cheaper and faster lead directly to examples: a docs-updater GitHub action built with Crew AI that reads a git diff, updates markdown and screenshots using GPT40; a workflow that generates ESLint rules and retries until tests pass (uses O4 mini and structured Pydantic outputs); and an MCP admin server queried via chatwise and open router showing 33 open orders. Tools shown: Crew AI, Langraph, Langchain, cursor, open router, MCP.

AI-written summary · about

  1. 0:00Introduction
  2. 2:08AI agents defined
  3. 3:37AI agent products overview
  4. 6:55Choosing agent frameworks
  5. 8:42Role goal backstory in Crew AI
  6. 11:12Demo: docs automation
  7. 19:59Demo: custom linting
  8. 28:54Model Context Protocol
  9. 33:13Demo: MCP server
  10. 40:16Recap of key concepts and tools
  11. 41:22Q&A
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