Claude, Nutshell Series

Claude Exam Quick Revision 4: Hooks, Enforcement & Escalation

PreToolUse

Runs before a tool executes.

Best for:

  • Blocking unauthorized transactions.
  • Enforcing refund limits.
  • Checking prerequisites.
  • Preventing policy violations.

Example: Refund > $500 → block and escalate before process_refund executes.

PostToolUse

Runs after a tool returns.

Best for:

  • Trimming verbose results.
  • Normalizing MCP outputs.
  • Keeping only fields needed by the agent.

Example: Tool returns 40 fields → retain status, shipping date and tracking number.

Escalation: Good Triggers

  • Explicit request for a human.
  • Policy gap.
  • Permission boundary.
  • High-risk operation.
  • Deterministic hook blocks an action.

Escalation: Bad Triggers

  • Negative sentiment alone.
  • Profanity alone.
  • Self-reported model confidence alone.

Memory: Prompts guide. Hooks enforce.

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