AI Code Security
The Architecture Problem Behind AI Hallucinations That Compromise Security
Nearly 1 in 5 AI-generated code packages don’t exist. Here’s the architecture that catches hallucinations before they ship.
August 20, 2026
Nearly 1 in 5 AI-generated code packages don’t exist. Here’s the architecture that catches hallucinations before they ship.
A prompt only holds what fits in one conversation. This piece traces why that structural limit, not developer skill, is what breaks AI-generated code at scale, and makes the case for treating the specification, not the code, as the permanent source of truth.