I’ve been building Halo, an autonomous pentesting agent powered by a local LLM (Gemma 4 12B, abliterated, running via LM Studio). Last week I found a bug in it that taught me more about state management in agentic systems than anything else I’ve hit so far.
The symptom

I was testing a tool — httpx, used for HTTP probing — standalone from the...