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Equips AI agents with a structured reasoning framework to evaluate not just whether a tool call is safe, but whether it's contextually appropriate—preventing misapplied actions, reducing wasted API calls, and producing more trustworthy, deliberate agent behavior in production systems.
1. Be specific in {agent_context}—list the exact tools available and the operational environment. Vague context produces vague refusals. 2. Use {agent_role} to set the seniority bar: 'junior assistant' vs 'senior DevOps engineer' meaningfully changes the refusal threshold. 3. Pair this prompt with a tool manifest or system prompt that lists available tools explicitly—the SAC framework works best when the agent knows its full action space upfront.
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