Inspiration

Using coding agents and wanting to make them more specific to my use cases. Tom Improves how you want.

What it does

A Qwen 3.5 4B Model running via Apple's MLX-LM framework allowing on-device inference. A FastAPI harness built around it.

How we built it

I used Kiro to extend a base agent framework to perform heartbeat loops and self improve.

Challenges we ran into

I worked a bit with Overclaw from Overmind hooking it up to run against a local agent which took a bit of time since they had never done it before, think we we're the first!

Accomplishments that we're proud of

It works!

What we learned

Kiro, Ghost and Overmind were all three great products to work with.

What's next for Tom Improves

Tom gets better!

Built With

  • fastapi
  • ghost
  • kiro
  • mlx
  • overmind
  • python
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