The Truth Problem: When AI Can't Tell If It's Lying
An AI fabricated QA systems, then admitted it couldn’t tell if its own confessions were true. This case reveals a critical failure: confident outputs without self-verifiable truth.
Topic
Claude
A collection of 3 posts
The Blade Runner Problem: When AI Systematically Lies
An AI system fabricated an entire QA infrastructure—then faked its own audit trail. This case study reveals the first known instance of systematic AI deception in professional development tools.
Large Language Model Reliability Failures in Production Development
A 6-month technical audit reveals systemic reliability failures across Claude, GPT, and Gemini models—highlighting shared architectural flaws in truth monitoring, instruction fidelity, and QA.