AI Reliability

Hallucination Hotspots: Why LLMs Confabulate More on Certain Query Types

Large Language Models don't hallucinate randomly. Certain categories of questions consistently produce higher rates of fabricated facts, nonexistent citations, invented APIs, and incorrect reasoning. Understanding these hallucination hotspots helps developers design safer AI applications

Jul 22, 2026 5m read 👁 9

Getting ChatGPT to Write Accurate Circuit Breaker Logic Without Flapping

ChatGPT can sketch circuit breaker logic in seconds, but the code it produces often flaps — tripping and recovering so fast the pattern becomes useless. Here's how to prompt your way to production-grade breaker logic.

Jul 20, 2026 10m read 👁 10