Most agent monitoring is "log everything and grep later." That's not monitoring — that's...
Most agent monitoring is "log everything and grep later." That's not monitoring — that's archaeology.
What We Actually Need
Live execution view — Which agent is running right now?
State inspection — What data is Agent C holding?
Failure forensics — Why did Agent B timeout? What were its inputs?
How to make AI agents observable in production: OTel instrumentation, telemetry backends, cost tracking, and trace analysis.
Agent monitoring has become production infrastructure: traces must carry state, side effects, cost, ownership, checkpoints,…
Most discussions about agent observability read like outdated compliance checklists with “AI” substituted for older technologies.…
Multi-agent observability is exponentially harder than single-agent monitoring. Here's how to trace, debug, and monitor AI…
As I discussed in my SLO Design article, traditional reliability metrics fail for agentic AI systems....
Multi-agent AI systems fail silently. Learn what proper observability looks like when agents orchestrate agents, and how Sentry…
