5-Stage Security Pipeline

Fast initial threat sweep across your entire codebase. The first AI model performs rapid pattern matching and heuristic analysis to identify potential security concerns.

• Scans all files in parallel for maximum speed
• Pattern-based detection of common vulnerability signatures
• Identifies suspicious code patterns and anomalies
• Produces initial threat map for deeper analysis

Expert-level reasoning applied to each flagged issue. The second model performs deep semantic analysis to understand context, intent, and actual exploitability.

• Semantic code understanding beyond pattern matching
• Context-aware vulnerability classification
• Severity scoring based on exploitability
• Cross-reference with known CVE databases

Red team verification by a third independent model. This adversarial step challenges findings to eliminate false positives and confirm real threats.

• Independent verification of each finding
• False positive elimination through adversarial reasoning
• Attack vector validation and proof-of-concept analysis
• Confidence scoring for each vulnerability

Automated secure code generation for every confirmed vulnerability. The fix model produces production-ready patches that maintain your code style and logic.

• Context-aware code patches preserving style
• Multiple fix options ranked by impact
• Backward-compatible solutions
• Inline code comments explaining the fix

Final sanity check ensuring fixes are correct and no new vulnerabilities were introduced. The pipeline validates the complete analysis before delivering results.

• Validates all generated fixes for correctness
• Ensures no regression or new vulnerabilities
• Final confidence scoring and report generation
• Produces actionable security report