Archive - The Agent Loop, Powered by FAI

The Anatomy of a Silent Failure

A failure that never trips an alert still has a shape. Here is what it looks like, stage by stage, from the decision that caused it to the moment…

Jul 14 • Jamal Jackson

June 2026

Why Systems Pass Every Eval and Still Fail in Production

An eval grades the output. Production grades the decision. Those are different measurements, and the gap between them is where shipped systems break.

Jun 30 • Jamal Jackson

Decisions, Not Execution: The Layer Observability Misses

A trace shows the one tool that got called. The decision is in the three that didn't.

Jun 16 • Jamal Jackson

April 2026

We Built AI Observability. It Still Doesn’t Tell Us Why Systems Fail

A deeper look at the gap between observing AI systems and actually understanding their decisions

Apr 11 • Jamal Jackson

January 2026

Understanding Production AI Behavior: Failure Modes Beyond Logs and Metrics

A systems-level look at where AI behavior diverges from intent in real-world deployments

Jan 20 • Jamal Jackson

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