Pixee Agentic AppSec: Scanner-Agnostic Platform Achieves 95% False Positive Reduction and 76% Developer Merge Rate on Auto-Generated Security Fixes

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Pixee's agentic AppSec platform ingests findings from 10+ SAST tools via SARIF, runs exploitability analysis to eliminate 95%+ false positives, then generates context-aware fixes that match your codebase conventions. The 76% merge rate is remarkable because fixes use existing validation libraries, follow coding patterns, and respect architectural decisions — not generic AI suggestions. The key technique is evaluating security controls, execution paths, authentication boundaries, and deployment context to determine which findings are actually exploitable before generating any fix.