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Demo Project

AI work triggered by a schedule or project event. Inspect each run and its artifacts.

Installed

3 routines

Recent runs

Succeeded
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Succeeded
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Built-in routines

Times use the project’s time zone. Runs and artifacts are saved here; Slack and PR reviews also post replies. AI usage is billed at your project rate.

New routines use Autonomous: they can change project resources, update project knowledge, and publish requested results within your current role. They run without per-action approval. Existing routines stay in Observe until an editor adopts Autonomous. Change the policy or pause work from the conversation.

Reliability

Weekdays at 09:00

Daily operations briefing

“Summarize what changed overnight: incidents, regressions, slow endpoints and open issues.”

Then posts a report every run

  • Logs
  • Traces
  • Issues
Mondays at 09:00

Weekly reliability review

“Compare this week with last week and name the three reliability fixes worth doing.”

Then posts a report every run

  • Logs
  • Traces
Every hour

Error regression radar

“Find errors that came back or grew after a quiet period.”

Then reports only when it finds something

  • Logs
Every hour

Slow endpoint watch

“Find endpoints whose p95 or p99 latency got materially worse than usual.”

Then reports only when it finds something

  • Traces
Every 30 minutes

Traffic drop watch

“Flag services and endpoints whose traffic dropped or disappeared.”

Then reports only when it finds something

  • Logs
  • Traces
Every hour

Dependency degradation digest

“Find downstream dependencies that got slower or started failing, and who calls them.”

Then reports only when it finds something

  • Traces
Mondays at 09:30

Weekly SLO review

“Compare this week’s user-facing errors and latency with last week’s.”

Then posts a report every run

  • Logs
  • Traces
  • Metrics

Telemetry quality

Every hour

Telemetry gap detector

“Find services that stopped sending logs, traces or metrics.”

Then reports only when it finds something

  • Logs
  • Traces
  • Metrics
Daily at 10:00

Telemetry quality check

“Find missing or inconsistent service, environment and version attributes.”

Then reports only when it finds something

  • Logs
  • Traces
Mondays at 10:00

Trace correlation audit

“Find logs and spans that can’t be joined because trace context is missing.”

Then reports only when it finds something

  • Logs
  • Traces

Delivery

On a pull request

Production impact review

“Review each pull request against production evidence.”

Then posts a report every run

  • Logs
  • Traces
  • Monitors
Daily at 10:00

New service and endpoint digest

“List the services, routes and environments seen for the first time.”

Then reports only when it finds something

  • Traces
  • Endpoints
Daily at 14:00

Deployment regression review

“Compare errors and latency before and after each new service version.”

Then reports only when it finds something

  • Logs
  • Traces
  • Versions

Incidents

On a Slack request

Slack investigation

“Investigate a Slack request and keep the evidence here.”

Then posts a report every run

  • Logs
  • Traces
  • Metrics
  • Issues
On a new issue

Issue enrichment

“Update new issues with a concise title, recommended action and severity assessment.”

Then posts a report every run

  • Issues
Weekdays at 17:00

On-call handoff

“Write the on-call handoff: what’s open, what recovered and what to watch.”

Then posts a report every run

  • Issues
  • Incidents
  • Logs
  • Traces
Daily at 11:00

Incident follow-up ledger

“Check whether recent incidents are actually fixed in production.”

Then reports only when it finds something

  • Incidents
  • Issues
Mondays at 11:00

Alert quality review

“Find noisy, stale or duplicate monitors, and the symptoms no monitor caught.”

Then reports only when it finds something

  • Monitors
  • Issues
  • Incidents

Cost

Daily at 12:00

Noisy log sources

“Find the services and messages producing the most avoidable log volume.”

Then reports only when it finds something

  • Logs
Daily at 13:00

Telemetry cost watch

“Catch sudden volume and cardinality growth before it shows up on the bill.”

Then reports only when it finds something

  • Logs
  • Traces
  • Metrics

Security

Every hour

Authentication failure digest

“Summarize unusual login and permission failures.”

Then reports only when it finds something

  • Security logs