feat(linkedin-studio): N11 — serie-destillat + skjelett-sjekk + specifics-bank bruks-logging [skip-docs]
Every long-form gate agent sees ONE edition, so «the reader has heard this
before» was structurally invisible — and the specifics-bank dedupe actively
encouraged re-surfacing the same material. At series cadence that is the
fastest-growing defect class. N11 makes it visible BEFORE the skeleton is
approved, at two grains:
- Series grain — new scripts/editions package: each locked edition's spent
anecdotes/arguments/hooks are written to <serie>/linkedin/series-distillate.json
at Step 8 lock (distil-append), and the next skeleton is checked against it at
Step 2.5 (distil-check) with the finding folded into the annotation gate the
operator already reads. Advisory, never blocking: a deliberate callback is a
legitimate move, an unnoticed retread is not.
- Material grain — specifics-bank usedIn log: record-usage stamps «used in
edition NN» on the specifics an edition actually consumed (read from the bound
slot-map, so abstrakt/ekstern stamp nothing). At lock, so it means published;
idempotent under a pivot re-lock. Additive-optional, schema stays v1.
Placement deviates from the plan text (${DATA}) after premise-verification:
per-series state belongs in the series root beside edition-state.json, where
Step 0 already resolves the path and no slug→path map is needed. Operator
approved. The distillate module also lands in scripts/editions now rather than
at N12, since the AC required a testable roundtrip and N12 planned that package
anyway — N12 extends it instead of creating it.
Similarity is character-trigram Jaccard, not word overlap: the plugin is
language-general and inflection (migrere/migreringen) breaks word tokens.
Calibrated on real paraphrase pairs — retellings 0.44-0.55, unrelated 0.04-0.06,
same-topic-different-story 0.24 — so the default threshold sits in the gap at
0.40. Word-Jaccard scored a shortened hook paraphrase at 0.11.
TDD (Iron Law): tests written first and verified red before implementation, for
both the new package and the bank logging.
Suites: editions 27/0 (new suite line + guard, floor 27) · specifics-bank
28 -> 45 · test-runner 163 -> 173 (Section 16r: 9 unconditional greps +
non-vacuity self-test; anti-erosion floor 146 -> 155) · trends 300/0 ·
brain 134/0 · hooks 140/0 · tests 35/0 · render 60/0. tsc --noEmit clean.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QxvWAjte7vPcF79QeSRvRJ
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@ -11,7 +11,8 @@ Full-spectrum LinkedIn content engine — short-form feed posts, carousels, vide
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- **Figure renderer:** `render/build-figur.mjs` — coded data figures (SVG/HTML → PNG via headless Chrome); three targets (article/carousel/single); brand tokens from the user data dir's `profile/brand-tokens.json`, neutral defaults otherwise (see `references/figure-design-guidelines.md`). Standalone CLI + importable module
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- **Post queue:** `assets/drafts/queue.json` (managed by `hooks/scripts/queue-manager.mjs`)
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- **Analytics:** CLI `scripts/analytics/` (TypeScript, needs `tsx` + `npm install`); data `assets/analytics/` (gitignored)
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- **Specifics-bank:** `scripts/specifics-bank/` (TypeScript, needs `tsx` + `npm install`) — deterministic, topic-tagged store of the operator's lived specifics (real numbers, named cases, held opinions) in the per-user data dir; elicited/bound by `/linkedin:newsletter` Step 1.5 so drafts draw from real inventory, never invented filler
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- **Specifics-bank:** `scripts/specifics-bank/` (TypeScript, needs `tsx` + `npm install`) — deterministic, topic-tagged store of the operator's lived specifics (real numbers, named cases, held opinions) in the per-user data dir; elicited/bound by `/linkedin:newsletter` Step 1.5 so drafts draw from real inventory, never invented filler. Consumption is logged back at Step 8 lock (`record-usage` → `usedIn`), so cross-edition re-use of the same material is visible rather than silently encouraged by the dedupe
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- **Series distillate:** `scripts/editions/` (TypeScript, needs `tsx` + `npm install`) — series-level memory: each locked edition's spent narrative units (anecdotes/arguments/hooks) in `<serie>/linkedin/series-distillate.json`; written at `/linkedin:newsletter` Step 8 (`distil-append`), checked against the next skeleton at Step 2.5 (`distil-check`, advisory). Deterministic character-trigram similarity — AI extracts, code compares
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- **Contract-gate:** `scripts/contract-gate/` (TypeScript, needs `tsx` + `npm install`) — deterministic §B/§C1 rule-gate on the full draft (`/linkedin:newsletter` Step 4.5, before the AI sweeps); ratifies `rules.ts` against the edition's §E-manifest, then gates with BLOCK/WARN
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- **Analytics metrics (S16):** parsed CSV columns + an optional, manually-entered `saves` count (count-only in native LinkedIn analytics since ~Sept 2025, no CSV export; the Marketing API exposes `POST_SAVE` on `/memberCreatorPostAnalytics` from v202604, but access is partner-gated — so manual entry remains the right UX). `parseOptionalCount()`: blank / non-numeric / negative → `undefined` (`unknown`, never 0), a genuine `0` is kept; saves surfaced per-post + as `totalSaves`, but **not** folded into `engagementRate`. `dwell` stays **explicitly unmeasurable** (internal to LinkedIn, no export/API). All analytics I/O routes through the `getAnalyticsRoot()` seam (M0 per-user data-dir).
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