Architecture
Real code, run fresh, real output shown — not described secondhand.
Core Kernel & Pipeline Infrastructure
The real kernel, run fresh, real output shown, one real bug found.
Governance Layer
A real operator-precedence bug with a concrete before/after case.
Pipeline Orchestrator
4 real bugs found on first read, fixed, then run end to end.
Verification Registry
A claim automatically flagged stale the moment a new invariant was added.
Value Laundering — Found & Fixed
A real security gap in the core architecture, closed.
Estimator Comparison
Four-channel estimators checked against real published literature.
Evaluation Package
The full adversarial threat model.
ncfca_lib — Module Status
Real module-by-module status of the core library.