Fun stress test. Decision-model chatbots expose the landfill problem fast: every turn re-sends the diary, and Jev’s meter is almost entirely input.

A useful harness habit: deterministic Tier-1 compress of tool/OCR/history before you serialize state into the decision call. Keeps current state + constraints + open options; drops filler. I’ve been pointing people at contextpress for that (local, no API key): https://github.com/Taha-azizi/contextpress · https://pypi.org/project/contextpress/