{
  "pr": 2030,
  "url": "https://github.com/garrytan/gstack/pull/2030",
  "title": "Record only signal-bearing learnings",
  "targets": [
    "office-hours",
    "plan-ceo-review",
    "plan-eng-review",
    "plan-devex-review",
    "learn",
    "design-consultation",
    "plan-design-review",
    "design-review",
    "qa",
    "qa-only",
    "devex-review",
    "scrape",
    "skillify",
    "investigate",
    "review",
    "cso",
    "ship"
  ],
  "anchor": "GSTACK2_FIX_2030_SIGNAL_GATED_LEARNING",
  "body": "### Signal-gated learning\n\nPersist a learning only when the interaction contains a useful, reusable signal such as an explicit preference, correction, accepted recommendation, or rejected direction. Track helpful and harmful outcomes separately. Do not manufacture a learning merely because a workflow completed.",
  "regression": {
    "input": {
      "workflow_completed": true,
      "explicit_feedback": null,
      "observed_outcome": null
    },
    "expected": {
      "learning_written": false,
      "helpful_counter_incremented": false,
      "harmful_counter_incremented": false
    }
  }
}