A developer has identified a critical flaw in AI agents that report task completion without verifying the actual state of the world, calling it the 'nastiest species of hallucination.' They propose a …
An engineer argues that AI evals are not primarily a technical challenge but a product ownership one, and that the definition of 'good' must be written by product managers, not engineers. The post out…
A developer building ARIA, a free AI tutor for 1.6 billion children across 35 languages, discovered a severe gap between test and real-world performance: the system scored 94% on automated Socratic co…
B KumaraSwamy, an AI Quality Architect in Bengaluru, built a 5-layer AI quality architecture across five production AI systems: QAIP, SCIP, ARIA, ZENTRAVIX, and AIMO. The architecture addresses the fa…