talk-first

To prevent premature tool calls, you must classify user intent before any planning or coding occurs. This approach enforces a three-step flow requiring explicit user confirmation before executing actions.

Intent classification in dialogue safety identifies whether a user message is a question, feeling, thought, or instruction. This mechanism ensures classification happens before any planning or coding to prevent unwanted actions.

To handle ambiguous instructions during classification, prioritize treating the message as a feeling and propose clarifying options rather than executing tools or generating code without an explicit request.

Yes, this conversation design approach enforces validation before coding by applying a strict three-step flow: classify intent first, plan second, and code third, requiring explicit user confirmation.

You need intent classification guardrails when managing conversations across questions, feelings, thoughts, and instructions. These guardrails prevent unsolicited tool calls and ensure safety validation before any planning or action.

The best way to structure an action hierarchy for conversation safety is a sequential flow: classify intent first, then plan, and finally code. This prevents premature tool calls and requires explicit confirmation.