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New LLM harness for making calls #4

Description

@malanjary-tsri

Current system uses anthropic API for Agent turns but could save on costs via subscription(s) and CLI tools.

Goal: Alter the system to instead get LLM output via CLI tool (e.g. Claude code)

Ideas:

  • Minimal refactoring, use something like Vibeproxy (https://github.com/automazeio/vibeproxy) to "middle-man" API calls
  • Add additional route for LLM calls via Claude code directly
    • Require backend to start / stop claude CLI and handle input / output
    • Could use persistent CLI instance with some kind of chat management instead
  • Look into alternate harness e.g. Ampcode

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