Autopilot Tuner

Closes the feedback loop on the drupal-workflow plugin. Reads real session data, identifies what's working and what isn't, and proposes targeted changes to policies, thresholds, classifier keywords, and escalation behavior.

The plugin generates data every session (intervention logs, outcome archives, state snapshots). This skill turns that data into actionable improvements instead of letting it sit unread.

When to Use

• Autopilot interventions are being ignored (low acceptance rates)
• Interventions feel too aggressive or too passive
• Tasks are being misclassified (e.g., small config fix triggers full planning workflow)
• After deploying plugin changes, to measure before/after impact
• Periodic health check (weekly or after ~10 sessions)
• User says "the autopilot is annoying" or "it's not helping"

Process

Step 1: Collect Data