Real attack
One behavior reconstructed from the live security web.
From attack
to proven fix.
Live attacks, matched to the exact code they can reach — closed with replay proof.
Exact code
The reachable control point in your repository.
Closed path
A focused repair and replay evidence that it no longer resolves.
THE IMMUNITY LOOP
01
Observed
A live attack becomes one reproducible behavior.
Authentication bypass reconstructed from the network.Observed
A live attack becomes one reproducible behavior.
Authentication bypass reconstructed from the network.
Matched
The behavior maps to a reachable file and line.
src/auth/session.service.ts:87 · reachability 94%
Fix prepared
A focused repair closes the shared control point.
Ownership guard · 3 files · +18 −30
Proven closed
Replay fails across the original and six variants.
Evidence recorded · path no longer resolves
The path is closed.
Observed attack, matched code, focused fix, and replay evidence—kept together.
Open Cefense