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Agent experiment · 2025

Evolve Project

An agent that writes new Python tools and loads them while a task is still running.

  • Solo project
  • Python · Gemini · Ollama
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Tool execution and reloading

  1. Task & context
  2. ModelChoose a tool
  3. ExecuteReturn its output
tools/new_tool.pyimportlib.reload()Available next turn
New functions become available without restarting the process.

Execution loop

Conversation
The model receives context, chooses a function, and uses its output in the next turn.
Discovery
The registry imports functions from tools/, starting with shell execution and a log reader.
Backends
The original loop uses Gemini. An experimental Ollama backend builds local-model tool schemas from Python docstrings.