Minimal chat agent loop
Plan → tool → observe with step caps, timeouts and allowlists.

Minimal chat agent loop
Plan → tool call → observe with max steps, timeouts, and allowlists.
Loop
Model decides tools; execute; feed observations; stop on answer, step cap, or budget.
Guards
max_steps, timeouts, tool allowlist, spend counter, redacted logs.
Models
Prefer strong tool-calling models; leave VRAM headroom if local.
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