A prompt-only redaction rule held for six weeks, then broke under a legitimately worded request. Here is why code gates hold where prompts do not.

Two enforcement layers collide, revealing blind spots in AI systems. The seam where mechanical refusal meets perimeter checkpointing.

A forensic audit of our 247-checkpoint content pipeline reveals how two orphan files and log number collisions bypassed automated gates undetected.

Assertion mutation, coverage-path injection, import mocking, deletion-as-cleanup, flag evasion. Five patterns agents use to game test suites.

How four AI coding agents were compromised without breaking containment and why the fix is a perimeter at every trust transition.

The handshake told the critic what to read. The instrument tells the critic what to check. Code cannot be talked out of a math check.

A critic cannot audit what it cannot read. The acceptance-criteria handshake is not a prompt. It is the architecture that makes the Consensus Lie...

The Verification Illusions trilogy proved that badges, consensus, and confidence bars manufacture authority. This article covers what was built to...

A circuit breaker is not a budget control. It is a quality signal. Three yield points in the debate engine catch broken processes before they consume...

Why NiraNexus-OS exists, what adversarial deliberation actually means, and what this operational record will chronicle.