Updates on AI validation, compliance, and platform performance.
"It works most of the time" is how quiet production AI failures start. A 99.7% success rate is still ~30 failures a day at 10k requests — most shipped as HTTP 200. Here is the case for a deterministic validation layer: shadow mode first, enforce when the data backs it.
August 31, 2026
Demo performance is not production behavior. Deterministic orchestration separates generation, flow control, and rule enforcement — with validation at every step and an audit trail compliance teams can actually use.
August 31, 2026
Hallucinations make headlines; arithmetic errors, schema violations, and policy leaks do the real damage at scale. A practical taxonomy of how AI systems fail in production, and what deterministic validation catches.
August 31, 2026
