Performance Optimization with Measure-First Method
Optimize a slow code path by pinpointing the bottleneck via measurement, analyzing complexity, and delivering a complete optimized version with justified gains, no invented speedups.
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Model: claude-sonnet-4-7
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Knowledge: 2026-Q2
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Speeding up a slow endpoint hurting UX, cutting a batch job's memory use, removing quadratic complexity in a processing loop, improving latency before a peak season.
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Built-in quality guards
Anti-hallucination
Never invent APIs, functions, or libraries
Code Completeness
No TODOs or stubs — output runs as-is
Format Check
Strict adherence to the requested structure
Security Check
OWASP Top 10 considered in code