Your Test Suite Doesn’t Need a Frontier Model. It Needs a Cheap One That’s Fast.
Author(s): Shoaib Ahmed Quraishi Originally published on Towards AI. The QA model-routing problem: why the best AI model isn’t always the right model — and how to route testing work by reasoning complexity, cost, and failure risk. Imagine a regression pipeline finishes …
The AI Stopped Hackers. It Couldn’t Handle O’Brien.
Author(s): Shoaib Ahmed Quraishi Originally published on Towards AI. The AI Stopped Hackers. It Couldn’t Handle O’Brien. An AI system correctly blocked a deliberate SQL injection attack — and then broke on someone named O’Brien. After running a local LLM evaluation suite …