Steps of Reproduction
Every AI Finding, Now Comes with Proof
Every finding is reachable and verifiable
Steps of Reproduction, a deterministic validation
Each issue includes a minimal, testable checklist:
Entry point (API, job, handler)
Trigger condition (payload, headers, flags)
Control-flow evidence
Observable output
Expected vs actual
How to confirm the fix
Trace + Attack Path — explainability that builds trust
We show the exact runtime path:
Where input should affect behavior
Where it gets ignored or misrouted
What the system outputs as a result
And when relevant:
How this behavior can be abused
How impact amplifies across cost, security, or correctness




















































