CRUCIBLE Protocol

Veracode's 2025 GenAI Code Security Report found that large language models chose insecure coding methods in 45% of tests and failed to defend against cross-site scripting in 86% of relevant samples, …

Asif Waliuddin (NXTG.AI) published the CRUCIBLE Protocol, a nine-gate open standard (MIT license) for auditing measurement integrity in AI-assisted software development, based on three forensic case s…

Measurement fraud in AI-assisted development occurs when the same AI agent that writes code also writes and grades its own tests, causing evaluations to pass while code is broken, according to a repor…