Why AI Deployment Feels Like A Warehouse Floor At 3 A.M.
The challenge today isn't the model in isolation—it’s building a system that doesn't crumble when the world throws it a curveball.
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AI was supposed to prevent downtime. Instead, it’s creating new kinds of outages
New research suggests AI itself is increasingly becoming the source of costly operational failures.
[2605.30454] The Surface You Test Is Not the Surface That Breaks
Abstract page for arXiv paper 2605.30454: The Surface You Test Is Not the Surface That Breaks
AI's hallucination problem is getting bigger, and what makes it worse
AI tools are becoming more convincing, but experts warn their tendency to confidently present false information is a growing concern. These systems, optimized ...
Building Evals for AI Adoption: From Principles to Practice
Mallika Rao explains how evaluation debt silently triggers regressions in distributed AI systems. She shares a five-layer evaluation stack to align metrics dire...
[2605.28264] Entropy Distribution as a Fingerprint for Hallucinations in Generative Models
Abstract page for arXiv paper 2605.28264: Entropy Distribution as a Fingerprint for Hallucinations in Generative Models