Topic

Lovable.dev

A collection of 4 posts

Case Study: Tracing Runtime React Corruption in a Sandbox Environment Using COTC

A Tier 4 COTC validator caught React.useEffect being corrupted post-mount—only in Lovable’s sandbox. This case study proves runtime mutation and platform fault using strict diagnostic tooling.

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.

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.