0:00–0:30 — Ingestion & Static Discovery: Connect a repository (GitHub, GitLab, Bitbucket) or upload project files. Cyfendo parses source code into an abstract syntax tree and tracks dataflows from untrusted user inputs to potential execution sinks.
0:30–1:05 — Taint Reachability Analysis: Rather than flagging every potential vulnerability pattern, Cyfendo performs deep cross-file taint analysis to verify that untrusted input actually flows uninterrupted into a vulnerable sink (such as dynamic SQL query construction in app/routes/users.py).
1:05–1:40 — Ephemeral Sandbox Validation: For supported findings, Cyfendo evaluates exploitability in an isolated ephemeral execution environment (dual-oracle sandbox). This proves whether the code path is exploitable under realistic conditions, separating verified risks from theoretical alerts.
1:40–2:00 — Surgical Patch Synthesis: Cyfendo's remediation engine synthesizes a context-aware patch—such as converting raw string concatenation to parameterized SQL queries—and executes the project's existing test suite in the sandbox to verify that application functionality is preserved.
2:00–2:15 — Developer Review & Approval: The validated fix and technical evidence are presented directly to development teams via PR or web dashboard. Developers review, edit, and approve every change before any merge takes place.
