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S3-B3: Learning Loop

Intent​

Make Seraph adapt based on intervention outcomes instead of fixed heuristics alone.

Capabilities in scope​

  • intervention outcome tracking
  • feedback-aware proactivity
  • stronger adaptation over time

Non-goals​

  • opaque self-modifying behavior without guardrails

Required architectural changes​

  • record intervention results and feed them back into strategy
  • define safe learning signals and adaptation rules

Likely files/systems touched​

  • strategist
  • delivery system
  • memory and analytics paths

Acceptance criteria​

  • Seraph can improve future interventions using prior outcomes

Dependencies on earlier batches​

  • depends on S3-B1 and S3-B2

Open risks​

  • poor feedback loops can amplify bad behavior rather than improve it