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hubify logs

Unified log viewer for everything in your lab. Stream experiment output, agent activity, deployment progress, and system events from a single command.

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hubify logs

View the unified lab log stream. 
hubify logs

[14:02] [agent:research-lead] Completed TSK-342: MCMC convergence check
[14:01] [experiment:EXP-054] QC gate PASS (R-hat: 1.03)
[14:00] [deploy:DEP-001] Chain 6/6 converged
[13:58] [system] Pod pod-abc1234 GPU utilization: 94%
[13:45] [agent:orchestrator] Assigned TSK-342 to Research Lead
Options:
FlagDescriptionDefault
--followStream new log entries in real timefalse
--tail <n>Show last N lines50
--since <duration>Show logs from duration ago (e.g., 1h, 24h, 7d)1h
--jsonOutput as JSON (one object per line)false

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hubify logs —agent

View logs for a specific agent. 
hubify logs --agent "Research Lead"

[14:02] [research-lead] Completed TSK-342: MCMC convergence check (2m 14s)
[13:45] [research-lead] Started TSK-342
[13:40] [research-lead] Received assignment from Orchestrator
[13:38] [research-lead] Reviewed EXP-054 outputs, QC PASS
[13:35] [research-lead] Pulled 424K posterior samples
Options:
FlagDescriptionDefault
--agent <name>Agent name, or all for all agent logsRequired
--level <level>Filter: debug, info, warn, errorinfo
--followStream new entriesfalse
--tail <n>Last N lines50

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hubify logs —experiment

View logs for a specific experiment. 
hubify logs --experiment EXP-054

[10:42:01] Starting experiment EXP-054 on pod-abc1234
[10:42:03] Running: python run_mcmc.py --config planck_bao.yaml
[10:45:12] Chain 1/6: 1,000 samples (R-hat: 1.45)
[10:52:30] Chain 1/6: 5,000 samples (R-hat: 1.12)
[11:01:44] Chain 1/6: 10,000 samples (R-hat: 1.03) CONVERGED
[11:02:01] Chain 2/6: starting...
...
[12:57:15] All 6 chains converged. Samples: 60,241
[12:57:16] QC gate: PASS
Options:
FlagDescriptionDefault
--experiment <id>Experiment IDRequired
--stream <stream>Filter: stdout, stderr, allall
--followStream new entriesfalse
--tail <n>Last N lines100

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hubify logs —deploy

View logs for a deployment. 
hubify logs --deploy DEP-001

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hubify logs —system

View system-level events (pod lifecycle, cost alerts, errors). 
hubify logs --system

[14:05] Pod pod-abc1234 idle for 15m (idle-timeout: 30m)
[14:00] Monthly compute spend: $142.50 / $200.00 budget
[13:55] Pod pod-o76k3jf self-extending (iteration 271)
[13:30] Pod pod-abc1234 created (H100, 50GB disk)
Combine flags to narrow down log output. 
hubify logs --agent "Data Lead" --level error --since 1h

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Log Levels

LevelDescription
debugVerbose diagnostic output (usually suppressed)
infoNormal operational events
warnNon-fatal issues (e.g., slow convergence, high cost)
errorFailures requiring attention