LLM Token Consumption

Retries inflated one agent turn to 47,004 input tokens for a 280-token answer

A hosted-skills agent that let the model call four tools in whatever order it liked pushed a single webshop question past the context window of a frontier model. The fix was to gather the evidence in code first.