Dev.to tutorial Tutorials Jul 13

Stop Hooks as Hard Constraints: Enforcing Claude Code Behavior Outside the Model

by John

Prompt instructions are soft constraints that RLHF-trained deference and hedging can override under pressure. Claude Code stop hooks run after generation and before you see the output, and can force a revision — here's the AND-gate pattern and two production hooks I run.

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Anthropic

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Devto Id: 4131447
Comments Count: 1
Reading Time Minutes: 6

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Stop Hooks as Hard Constraints: Enforcing Claude Code Behavior Outside the Model

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OpenAI’s Frontier Governance Framework Raises the Question of How AI Progress Should Be Paced

I built a macOS app on a 9 hour flight which renames your Downloads folder full of junk

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