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primaprashant | 9 days ago

I ran this live in Tokyo with ~50 engineers. The biggest "aha" moment was Phase 4, when the agent loop closes and the LLM starts chaining tool calls autonomously. People go from "I'm building a chatbot" to "oh, this is an agent".

Also, there have been plenty of "build a coding agent in 200 lines" posts on HN in the past year, and they're great for seeing the final picture. I created this simple structured exercise so we start from an empty loop and build each piece ourself, phase by phase. So instead of just reading the implementation, I hope more people try the implementation themselves.

These are the 7 phases of implementation:

  1. LLM in the loop: replace the canned response with an actual LLM call
  2. Read file tool: implement the tool + pass its schema to the LLM + detect tool use in the response
  3. Tool execution: execute the tool the LLM requested and display the result
  4. Agent loop: the inner loop where tool results go back to the LLM until no more tool calls
  5. Edit file tool: create and edit files
  6. Bash tool: execute shell commands with user confirmation
  7. Memory: use the agent to build the agent, add AGENTS.md support for persistent memory across sessions

Feedback and PRs welcome. Happy to answer any questions.

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