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fix(linkedin-studio): N22 — ærlighetsscrub (fabrikkerte benchmarks, Velocity Score, 15+-terskelen) [skip-docs]

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Tre defektklasser av samme slag: tall som ser sourcet ut, men ikke er det.

Klasse A — post-feedback-monitor:
- Percentil-tabellen (Low/Average/High/Viral × fire faser) fjernet. Ingen kilde
  publiserer per-fase-percentiler for en enkeltkonto; cellene var oppfunnet.
  Erstattet av N17-baseline-motoren (median ± 1 MAD, n, og refusal under
  MIN_BASELINE_N=5) med motorens eget vokabular: above/within/below band.
- Velocity Score fjernet i sin helhet, inkl. fase-multiplikatorene (5,0x/3,0x/
  1,5x/1,0x/0,5x). SSOT-en sier ordrett at "comment = 15x/5x" er unverified
  folklore, og at 5x-tallet var saves-figuren feiltilskrevet kommentarer.
  Erstattet av rå tellinger + engagement rate slik csv-parser.ts definerer den.
- Output-malen har nå en eksplisitt refusal-gren. Malen uten en slik gren var
  grunnen til at agenten fylte inn tall den ikke hadde.
- To folklore-multiplikatorer i Principles ("5x the impact", "worth 15 likes").

Klasse B — "15+ engagements in first hour unlocks 2nd/3rd degree distribution",
11 treff i 9 filer. SSOT-en sier "Directional, not a fixed threshold". Påstanden
overlevde både hardening-gaten og kald-review (log.md:1099 sjekket ~70%-
misattribusjonen, ikke terskelen).

Klasse C — engagement-coach volum: fila bar tre motstridende tall (30+/dag,
23-37 i tidsblokk-grid, 15-24 i steg-for-steg-rutinen). Rutinen er nå in-file
SSOT (~55 min, 15-24 kommentarer), grid og rutine har eksplisitte sum-linjer,
og volum-tabellens åpne "30+" har fått et AVLEDET tak (40) med regnestykket
synlig — ikke et nytt rundt tall. Uverifiserbar superlativ ("110K followers,
#2 global creator") fjernet.

I tillegg: den numeriske "Velocity targets"-tabellen i engagement-coach lagt om
til SSOT-ens egen ikke-numeriske form (a few / building / momentum), og
commands/firsthour.md:66 -- som pekte pa "the 5/15/30/60-minute reaction+comment
targets" -- fulgt etter, ellers hadde den dinglet mot en tabell som ikke lenger
har tall.

docs/hardening/log.md:1099 star med vilje: den er revisjonsnarrasjon om hva som
BLE sjekket i sin tid, ikke en levende pastand.

Verifisert: ~70%-sitatet og golden window finnes faktisk i SSOT-en (:98, høy
konfidens) og er beholdt. Alle ti suiter grønne, floors uendret.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_017Pwb1oWLqKB2oBJHSoWNcy
This commit is contained in:
Kjell Tore Guttormsen 2026-07-31 18:29:27 +02:00
commit 8c91c409cd
12 changed files with 189 additions and 118 deletions
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4
commands/report.md
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@ -247,7 +247,7 @@ Automatically flag these conditions based on the report data and trend analysis:
- 🔴 Format stagnation: Same format used >80% of posts (algorithm favors format variety — see algorithm-signals-reference)
- 🟡 Posting time drift: Publishing outside optimal window (Tue-Thu, 7-9 AM CET for Nordic audience — see posting time windows reference)
- 🟡 Hook length violation: Posts with hooks >140 chars underperforming (>140 chars truncated on mobile "see more")
- 🟢 Engagement velocity improving: First-hour engagement trending up (15+ engagements in first hour unlocks 2nd/3rd degree distribution)
- 🟢 Engagement velocity improving: First-hour engagement trending up against the account's own recent first hours (early engagement unlocks broader distribution — directional, no fixed threshold)
**Surface the alerts the report already computed.** The weekly-report JSON's `alerts[]`
is generated by the CLI itself — intra-week anomaly detection across the week's posts
@ -275,7 +275,7 @@ Your engagement rate has dropped from 4.2% to 2.8% over the last 3 weeks.
🟢 **Positive: New impression record**
Your post on [topic] achieved 12,500 impressions — a personal best!
→ **Action:** Analyze what made this post succeed. Consider a follow-up post.
→ **Reference:** First-hour velocity of 15+ engagements unlocks broader distribution.
→ **Reference:** Strong first-hour velocity unlocks broader distribution — directional, with no published threshold count.
🟡 **Warning: Format stagnation detected**
80%+ of your recent posts are text-only. Documents/carousels are the top organic format and tend to reach further (no reliable multiplier).