Going autonomous

Fully autonomous means the agent runs without you. Not just "auto mode", actually unattended: on a schedule, in the background, handling its own errors, escalating only when it genuinely can't continue.

The autonomy stack

To reach full autonomy, you need five layers working together:

1. Model. Claude or equivalent, good enough to complete the task reliably
2. Tools + MCPs, everything the agent needs to reach to do the work
3. Harness. Claude Code or equivalent, running the loop
4. Permissions, a carefully designed allow/deny list
5. Scheduler / trigger, what starts the agent when a human isn't there
6. Self-monitoring + safety, how the agent knows when to stop or escalate

The section

• Headless modeRunning Claude Code without a terminal→
• SchedulingCrons, triggers, event-driven agents→
• Self-monitoringAgents watching themselves→
• Safety boundariesGuardrails, kill switches, approvals→

Is autonomy worth it?

Not always. Autonomy is worth it when:

• The task recurs frequently (daily/hourly), the cost of each human start-up adds up
• The task happens outside business hours (after-hours monitoring, timezone coverage)
• The task is well-defined and the failure modes are bounded
• You trust the output enough that a post-hoc review is acceptable

Autonomy is not worth it when:

• The task runs once a quarter, just do it manually with a Level 3 agent
• The failure modes include "sent the wrong thing to all customers"
• Every output needs human judgment to be useful
• You haven't yet run the task reliably in Level 3 (human-in-the-loop) mode. Get Level 3 right before graduating.