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Phase 2: Scheduled monthly pattern reports #37

Description

@tessak22

What

Automate the pattern report generation that currently requires manual triggering. After 3+ months of consistent performance logging, a scheduled job should produce monthly AI-synthesized pattern reports.

Scope

  • Scheduled monthly job (cron or Vercel cron) that runs on the 1st of each month
  • Analyzes all performance_log entries from the past 30 days
  • Generates pattern report: what's working, what isn't, emerging signals, recommended context updates
  • Saves as an Artifact (type: other, title: "Pattern Report — [Month Year]")
  • Displays as a callout on the dashboard ("Monthly Insights")
  • All proposed context updates go through the standard approve/reject flow
  • Skip generation if fewer than 5 log entries exist for the period

Reference

SPEC.md Section 5 — Feedback Loops, Loop 3. Requires consistent logging before it's useful.

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    performancePerformance log, feedback loops, learning

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