The agent is becoming something you debug
the agent is becoming something you debug: aws cloudwatch omni now traces ai agents beside the apps they touch with auto-discovered topology and natural language queries, answering why the agent acted instead of just what broke. a new class of tools records every tool call and stops a bad action before it lands.
observability is moving from logs to intent.
Context
AWS documents CloudWatch Omni agent observability as tracing, evaluations, datasets and experiments, with agent telemetry sent as OpenTelemetry traces alongside other telemetry. Its agent topology graph shows agents, tools and models and which call which, built from traces.
The built-in Omni agent answers questions about your systems in plain language, writing and running queries.
Tracing agents alongside applications, topology derived from traces and plain-language queries match the AWS documentation. 'Auto-discovered' is described as derived from traces. Answering why an agent acted, and tools that stop a bad action before it lands, were not seen in the sources read, so unsupported here, not refuted.
Related work
- Amazon CloudWatch: Monitor AI agents ↗Agent observability.
- Amazon CloudWatch: Agent topology ↗Topology.
- AWS: CloudWatch Omni ↗Product page.
Watch next
- Read the docs on evaluations for agent behavior.
Sources
- AWS docs, monitor AI agentsdocs.aws.amazon.com
- AWS docs, agent topologydocs.aws.amazon.com
- AWS docs, Ask the Omni agentdocs.aws.amazon.com
Provenance
The note above is reproduced unedited from the original post, first published on Threads on 2 October 2026 at 19:52 IST. Sources are the papers and datasets the note draws on.
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