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.

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.

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