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.
Details
| Field | Description |
|---|
| Deployment ID | Unique identifier for the deployment |
| Status | building, succeeded, or failed |
| Start | Timestamp when the build started |
| Duration | Total time the build took |
| Framework | Framework detected from your ao.toml |
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.
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.
Details
| Field | Description |
|---|
| Run ID | Unique identifier for the run |
| Status | running, succeeded, or failed |
| Start | Timestamp when the run began |
| Duration | Total execution time in seconds |
| Total Retries | Number of retry attempts before the run settled |
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.
