analyze-performance-call-and-learn

1# Test calls, calls and learnings (atom)
2 
3**Load:** `../analyze-performance/references/tests-and-learnings.md`.
4 
5**Inputs:** the brief's test plan; this week's results; last week's report (its calls); the change log (what was actually done); the learnings and readouts (`brand_knowledge_browse` kind 23 / `brand_knowledge_search` where listed; else `knowledge_search source_types: ["learning"]`, `brand_read` learnings); the paid run's newest run record.
6 
7**Do:**
81. Call each ended test Win / Loss / Unclear against its written criteria with the brief's action; state how sure (confirmed / likely / first look).
92. Score last week's recommendations through run-memory's outcome check (`../analyze-performance/references/run-memory.md`): what was actually done (the `### YYYY-MM-DD — <title>` blocks in `decisions.md`, run-paid-campaigns' run record), and what happened — for a money move, the paid run's verdict plus the store-joined check over the same window; right or wrong.
103. Write this week's calls (kill / scale / hold, Google negatives) with object, why, how sure and "would change if"; first look → "watch".
114. Check fired replan triggers against the brief's thresholds.
125. Draft ≤ 3 learnings as one-line rules (template in the reference); only ended tests, 2+ week patterns that clear the test n floors on the referee-joined number, confirmed surprises or failures; each shows what it would retire.
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