docs(linkedin-studio): N6 — bånd-fordelings-kalibrering (MR-F6) i trend-scoring-modes.md
Ukalibrert modell-dømmekraft inflaterte topp-båndet (observert 13/20 → Immediate). Legger til en eksplisitt fordelings-forventning som scoring-SSOT: de fleste kandidatene hører hjemme i Medium–High (4.0–7.9); Immediate (≥8.0) er unntaket (arbeidsmål ≤~3/20). Score relativt over batchen, ikke sjenerøst i isolasjon. Fordelings-formen er mekanisme; terskelen for hva som teller som eksepsjonelt bor i brukerprofilen/dimensjons-rubrikkene, aldri hardkodet (domene-generelt). Etterprøvbart nå fordi composite+band persisteres (RE-R3a); MR-F7-bånd-cap-gaten (N7) bygger på samme signal. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01S7SQpXJpBSNvpWaTNq1kWZ
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@ -92,6 +92,36 @@ The same priority bands apply to both modes (the composite is on the same 0–10
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| 2.0–3.9 | **Low** | Note, skip for now | Park unless the angle sharpens |
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| 0–1.9 | **Skip** | Off positioning | Off positioning |
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## Calibration — the expected score distribution (MR-F6)
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The five dimensions are **model judgment**, and unanchored judgment inflates: an observed sweep
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put 13 of 20 candidates in **Immediate** (≥8.0), which makes the band meaningless — if most
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things are "draft now", nothing is. The composite is only useful if the bands are **scarce at the
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top**. So a scoring pass must calibrate against this distribution expectation, not score each
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candidate generously in isolation:
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- In a **typical sweep**, most candidates belong in **Medium–High (4.0–7.9)**. That is the honest
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home of "worth writing about, eventually".
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- **Immediate (≥8.0) is the exception, not the rule** — reserve it for candidates that are
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genuinely exceptional *relative to the rest of this sweep*. As a working target, expect on the
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order of **≤3 of 20** in Immediate; a sweep that floods the top band is uncalibrated, not lucky.
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- **Skip/Low (<4.0)** is a real outcome — an off-pillar or already-resolved topic should land
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there, not get floated to Medium to be polite.
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Mechanics for the pass:
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- **Score relatively across the batch.** A 9–10 on a dimension means "exceptional versus the other
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candidates in *this* sweep", not "good in the abstract". Rank the batch, then assign — a flat
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batch of 8s is the failure mode this rule exists to catch.
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- **The distribution shape is the mechanism; the threshold of what counts as exceptional is the
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user's calibration** (the dimension rubrics above + the profile), never a hard-coded fact about
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any one operator's topics. Domain-general: the anti-inflation rule travels; the specific bar does
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not live here.
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- **This is now measurable.** The composite + band are **persisted** on each record (RE-R3a,
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`TrendRecord.score`), so the distribution can be checked across runs — e.g. count the Immediate
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share of a stored sweep. The MR-F7 band-cap gate (N7) builds on the same persisted signal: a
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candidate with no formulable reader-grip is capped below Immediate regardless of composite.
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## Consumers
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- `agents/trend-spotter.md` — reads the requested mode and applies the matching rubric
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