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feat(linkedin-studio): N7.5 — MR-F9 etterspørsels-sveip (Tier-5-kilder + smertepunkt + vokabular-oversettelse + arc-kontrakt) [skip-docs]

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The «innenfra og ut» demand-sweep: the mechanism that FILLS the N6 reader fields
(readerQuestion/painPoint/saturation). Discovery finds "what happened"; this layer
translates it into "the problem the reader is stuck on".

- demand-spotter agent (agents 19->20, inherits session): three passes after
  discovery, before drafting — demand-sweep -> pain-point map -> vocabulary translation.
- Tier 5 demand sources in config/trends-sources.template.md (inverse of Tier 1-4;
  honest blind spots: YouTube API, Reddit approximate, HN/GitHub ground truth).
- demand signal on TrendRecord (strength + answered) — rankable twin of the verbatim
  saturation text; additive-optional, store schema stays v4 (no migration).
- arc.ts (§4 output contract): groupIntoArcs (relatedIds transitive closure),
  rankArcQuestions (etterspørsel x kan-svare x ikke-besvart), classifyMarketGap
  (supply-gap != demand-gap != saturated). Pure + deterministic (TDD).
- arcs CLI verb + /linkedin:trends --demand mode (commands stay 30); morning brief
  shows the per-candidate demand signal.

Suites: trends 276->300, test-runner 139->140, tsc clean. Others unchanged
(brain 134, hooks 140, tests 35, render 60).

MR-F9 built (bygget-men-ubevist) — the (a)/(b)/(c) evidence gate is a runtime
demonstration, proven consumer-side (plugin agents don't resolve in the dev repo).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014bE7VbkmR3cqHFEeGfzgwb
This commit is contained in:
Kjell Tore Guttormsen 2026-07-23 22:26:39 +02:00
commit 9de38c4939
16 changed files with 968 additions and 8 deletions
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5
scripts/trends/src/store.ts
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@ -18,7 +18,7 @@ import { homedir } from "node:os";
import { createHash } from "node:crypto";
import { SCHEMA_VERSION } from "./types.js";
import type { TrendStore, TrendRecord, TrendQueryHit, TrendStatus, TrendVerdict, Actionability } from "./types.js";
import type { TrendStore, TrendRecord, TrendQueryHit, TrendStatus, TrendVerdict, Actionability, DemandSignal } from "./types.js";
import type { TrendScore } from "./score.js";
export { SCHEMA_VERSION } from "./types.js";
@ -54,6 +54,8 @@ export interface TrendInput {
painPoint?: string;
/** Market saturation judgment (MR-F9). */
saturation?: string;
/** Demand-sweep signal — rankable etterspørsel/ikke-besvart (MR-F9, N7.5). */
demand?: DemandSignal;
}
export interface AddResult {
@ -179,6 +181,7 @@ export function addTrend(store: TrendStore, input: TrendInput): AddResult {
...(input.readerQuestion !== undefined ? { readerQuestion: input.readerQuestion } : {}),
...(input.painPoint !== undefined ? { painPoint: input.painPoint } : {}),
...(input.saturation !== undefined ? { saturation: input.saturation } : {}),
...(input.demand !== undefined ? { demand: input.demand } : {}),
};
store.trends.push(trend);
return { store, added: true, merged: false };