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Pre-action checks for destructive ops, budget/turn limits, confirmation gates, and a structured audit log

Keep a long-running agent coherent past its context window: what to keep, what to summarize, and how to resume

Build a real eval suite for an agent or prompt: cases, graders, a baseline, and a regression gate

Approval gates for risky agent actions: what needs asking, how to ask well, and what an approval does not cover

Red/green loop that picks an untested module, writes a failing test, implements it, and iterates with coverage deltas

Cap an agent's tool calls, tokens, and wall-clock time, with a defined escalation path when a budget runs out