Use Cases
Security
AI-assisted code review and threat modeling.
Security work is review-heavy and pattern-heavy — exactly where AI agents thrive. I run automated SAST + LLM-augmented review against PRs, with humans signing the high-impact findings.
- PR-time AI security review (OWASP top 10, secrets, supply chain)
- Threat model docs auto-drafted from architecture
- Audit-grade logs of every check
Why
Security review is pattern-matching at scale — exactly where AI agents are strongest. Letting them filter the obvious issues frees your humans to do the judgement calls that actually need a brain.
How
- AI pass on every PR for OWASP + secrets + supply chain
- Threat model auto-drafted, human-signed for high-impact services
- Audit log of every check, exportable for compliance
Proof
- Coverage on prod repos
- 100%
- Median issues caught/PR
- 1.2
- Audit trail
- fully exportable