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Stop Hooks as Hard Constraints: Enforcing Claude Code Behavior Outside the Model
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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How to Use Claude Code Hooks (Turn Rules Into Guarantees)
Claude Code hooks run shell commands at lifecycle events — auto-format after edits, block protected files, audit every command. Config, exit codes, recipes.
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Stop Hooks as Hard Constraints: Enforcing Claude Code Behavior Outside the Model
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…