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Deployment logs

Each time you run ao deploy, AO creates a deployment record. Open any deployment from your dashboard to see its build metadata and logs.

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Details

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Build logs

Build logs capture the output of the container build process, dependency installation, image layering, and any errors that occur before your agent is ready to run. Lines written to stderr are highlighted in red.
If your deployment fails, check the build logs first. Common causes are missing dependencies in requirements.txt or an invalid entrypoint in ao.toml.

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Run logs

Every time your agent executes, AO captures a full record of that run. Open any run from the deployment detail page to see its metadata and logs. Run logs dashboard

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Details

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Agent logs

Logs are captured from your agent’s stdout and stderr streams in chronological order. Lines written to stderr are highlighted in red.
If your agent spawns concurrent tasks, lines from different threads may interleave.