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PostToolUse hook injecting agent-facing warnings for: - Context exhaustion (35% WARNING, 25% CRITICAL) - Session cost ($5 NOTICE, $10 WARNING, $50 CRITICAL) - Scope creep (>20 files modified) - Tool loops (same tool+params 3x in last 5 calls) Includes debounce (5 calls between warnings) with severity escalation bypass.