Why long-running AI agents fail silently
Agents degrade before they break. Context pressure accumulates, attention patterns shift, and outputs drift, all without an error code. Here's how to detect it and what to do about it.
AI EngineeringProduction AIMulti-Agent SystemsObservability
The case for structured outputs in production AI
Most AI systems in production are parsing prose from LLMs when they should be requesting structured JSON. The cost and reliability gap is larger than teams expect.
AI EngineeringProduction AICost OptimizationArchitecture