Agents trigger from schedules, Slack, Linear, GitHub, PagerDuty events, or custom webhooks.
They spin up cloud sandboxes. They run configured MCPs and models. They verify outputs. They use a memory tool.
Cursor automates security audits on pushes. Scores PR risk and auto-approves low-risk changes. Runs PagerDuty and Datadog triage that proposes PR fixes. Creates tests. Sends weekly digests.
System shift: Autonomous agents run builds, tests, audits, and triage in isolated cloud sandboxes. CI shifts toward continuous, agent-driven maintenance.
