AI agent reliability requires a new model of observability

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TL;DR

Conventional observability tools were built for deterministic systems and rely on known failure patterns like HTTP error codes. AI agents can complete a task while producing the wrong outcome, and existing monitoring records a success while the business experiences a failure. Moyai founder Robert Hommes argues for anomaly-first detection: find what is different, then determine whether it is wrong, rather than chasing each new failure with another rule.

The rapid adoption of AI agents is changing the architecture of how organizations operate. Agents can interpret information, make decisions, interact with enterprise systems, and execute tasks with a degree of autonomy that would previously have required human involvement. That autonomy creates significant opportunities for efficiency, yet it also introduces a fundamental challenge that conventional approaches to monitoring were never designed to address.

For Robert Hommes, founder of Moyai, the central question is no longer simply whether an...

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