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
312 lines
13 KiB
TypeScript
312 lines
13 KiB
TypeScript
/**
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* Deterministic store + query for the persistent trend store (research-engine §5).
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*
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* Pure where it matters: id derivation, dedupe, topic query, and history are
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* side-effect-free and fully testable. Only loadStore/saveStore touch the
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* filesystem. No AI, no network — this module is reliable inventory, not a
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* creatively-interpreted blob. The capture that POPULATES the store (polling
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* research MCPs / web search, scoring relevance) lives in the agent/command
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* layer; this module only stores, dedupes, and serves trend signals.
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*
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* Twin of scripts/specifics-bank/src/bank.ts — same discipline, different
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* dedupe key (normalized title+URL instead of free-text content).
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*/
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import { readFileSync, writeFileSync, existsSync, mkdirSync } from "node:fs";
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import { dirname, join } from "node:path";
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import { homedir } from "node:os";
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import { createHash } from "node:crypto";
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import { SCHEMA_VERSION } from "./types.js";
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import type { TrendStore, TrendRecord, TrendQueryHit, TrendStatus, TrendVerdict, Actionability, DemandSignal } from "./types.js";
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import type { TrendScore } from "./score.js";
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export { SCHEMA_VERSION } from "./types.js";
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/** What a caller supplies to addTrend — the id is derived, never passed in. */
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export interface TrendInput {
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title: string;
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url: string;
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source: string;
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capturedAt: string;
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/** The source's own publish date (ISO-8601), if known. Distinct from capturedAt; persisted first-sight, never back-filled. */
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publishedAt?: string;
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topics: string[];
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summary?: string;
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/** The persisted relevance envelope (RE-R3a), if the caller computed one. First-sight, never updated on re-capture. */
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score?: TrendScore;
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// ── N6 proposal fields (all first-sight, like source/capturedAt/publishedAt/summary). ──
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/** Proposed article angle (A1-4). */
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angle?: string;
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/** Proposed target level on the user profile's own span (free string, never a hard-coded enum). */
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targetLevel?: string;
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/** Why-now / applicability rationale (A1-4). */
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rationale?: string;
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/** Related trend ids — multi-source candidate (A1-5). */
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relatedIds?: string[];
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/** Reader-grip signal the N7 band-cap gate reads (MR-F7). */
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actionability?: Actionability;
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/** Reader-side utility verdict BÆRENDE/STØTTE/NYHET (MR-F7). */
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verdict?: TrendVerdict;
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/** Reader's own question, filled by the N7.5 demand-sweep (MR-F9). */
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readerQuestion?: string;
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/** Cost/risk/duty/tool the topic hits (MR-F9). */
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painPoint?: string;
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/** Market saturation judgment (MR-F9). */
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saturation?: string;
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/** Demand-sweep signal — rankable etterspørsel/ikke-besvart (MR-F9, N7.5). */
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demand?: DemandSignal;
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}
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export interface AddResult {
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store: TrendStore;
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/** true iff a new trend was appended (false = duplicate title+url). */
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added: boolean;
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/** true iff an existing duplicate was mutated — topic tags unioned and/or its score refreshed (RE-R3b). */
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merged: boolean;
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}
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/** Options for a recency-ordered history slice. */
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export interface HistoryOptions {
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/** Inclusive lower bound on capturedAt (ISO date); older trends are excluded. */
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since?: string;
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/** Cap on the number of returned trends (newest kept). */
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limit?: number;
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}
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/** Lowercase + trim + collapse all whitespace runs to a single space. */
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export function normalizeField(value: string): string {
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return value.trim().toLowerCase().replace(/\s+/g, " ");
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}
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/**
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* Stable id = first 12 hex of sha256(normalized title + "\n" + normalized url);
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* also the dedupe key. The URL is folded to lowercase too: host case is
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* insignificant, and the combined title+url key makes a false merge on a
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* case-only path difference vanishingly unlikely. Richer URL canonicalization
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* (trailing-slash / query-param stripping) is deferred to a later slice if
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* dedup ever proves leaky.
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*/
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export function trendId(title: string, url: string): string {
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const key = normalizeField(title) + "\n" + normalizeField(url);
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return createHash("sha256").update(key).digest("hex").slice(0, 12);
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}
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export function emptyStore(): TrendStore {
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return { schemaVersion: SCHEMA_VERSION, trends: [] };
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}
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/** Read the store; a missing file is an empty store (never throws on absence). */
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export function loadStore(path: string): TrendStore {
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if (!existsSync(path)) return emptyStore();
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const parsed = JSON.parse(readFileSync(path, "utf8")) as Partial<TrendStore>;
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// Forward migrate-on-load: stamp to the current version, never downgrade. v1→v2→v3→v4 are
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// all purely additive-optional (an old record is already a valid v4 record that simply
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// lacks the optional publishedAt [v2] / score [v3] / status+surfacedCount+lastSurfacedAt
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// [v4]), so the migration is the version stamp alone — records pass through untouched
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// (lossless + idempotent for any well-formed store; new optional fields survive
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// JSON.stringify on resave).
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// A string / NaN / absent version coerces to the current version (never crashes); the
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// non-array `trends` coercion below is unchanged and out of the losslessness claim.
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const onDisk = typeof parsed.schemaVersion === "number" ? parsed.schemaVersion : SCHEMA_VERSION;
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return {
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schemaVersion: Math.max(onDisk, SCHEMA_VERSION),
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trends: Array.isArray(parsed.trends) ? parsed.trends : [],
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};
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}
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/** Write the store as pretty JSON, creating the parent dir if needed. */
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export function saveStore(path: string, store: TrendStore): void {
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mkdirSync(dirname(path), { recursive: true });
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writeFileSync(path, JSON.stringify(store, null, 2) + "\n", "utf8");
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}
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/** Union of two tag lists, order-stable on the first list, case-insensitive dedupe. */
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function unionTopics(existing: string[], incoming: string[]): { topics: string[]; changed: boolean } {
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const seen = new Set(existing.map((t) => t.toLowerCase()));
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const topics = [...existing];
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let changed = false;
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for (const t of incoming) {
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if (!seen.has(t.toLowerCase())) {
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seen.add(t.toLowerCase());
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topics.push(t);
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changed = true;
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}
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}
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return { topics, changed };
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}
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/**
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* Add a trend, deduping on normalized title+url. A duplicate does not append a
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* second entry — instead its topic tags are unioned in, so the same trend
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* re-surfaced under a new edition's topics enriches the existing record. The
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* FIRST sighting's source + capturedAt are kept (provenance of first sight);
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* title/url/summary are stored VERBATIM, only the id is normalized.
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*/
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export function addTrend(store: TrendStore, input: TrendInput): AddResult {
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const id = trendId(input.title, input.url);
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const existing = store.trends.find((t) => t.id === id);
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if (existing) {
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const { topics, changed } = unionTopics(existing.topics, input.topics);
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existing.topics = topics;
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let mutated = changed;
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// RE-R3b: re-score on re-capture (last-wins). `score` is the ONE mutable field — a fresh
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// judgment (timing decays) replaces the stored one; the JSON compare avoids a false-merge
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// on an identical re-score. Provenance (source/capturedAt/publishedAt), lifecycle
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// (status/surfacedCount/lastSurfacedAt), AND the N6 proposal fields are all first-sight —
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// untouched here, so re-capture never clobbers an operator's triaged angle/verdict.
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if (input.score !== undefined && JSON.stringify(existing.score) !== JSON.stringify(input.score)) {
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existing.score = input.score;
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mutated = true;
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}
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return { store, added: false, merged: mutated };
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}
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const trend: TrendRecord = {
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id,
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title: input.title,
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url: input.url,
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source: input.source,
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capturedAt: input.capturedAt,
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...(input.publishedAt !== undefined ? { publishedAt: input.publishedAt } : {}),
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topics: [...input.topics],
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...(input.summary !== undefined ? { summary: input.summary } : {}),
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...(input.score !== undefined ? { score: input.score } : {}),
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// N6 proposal fields — conditional-spread (key omitted when absent), mirroring the idiom above.
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...(input.angle !== undefined ? { angle: input.angle } : {}),
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...(input.targetLevel !== undefined ? { targetLevel: input.targetLevel } : {}),
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...(input.rationale !== undefined ? { rationale: input.rationale } : {}),
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...(input.relatedIds !== undefined ? { relatedIds: [...input.relatedIds] } : {}),
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...(input.actionability !== undefined ? { actionability: input.actionability } : {}),
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...(input.verdict !== undefined ? { verdict: input.verdict } : {}),
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...(input.readerQuestion !== undefined ? { readerQuestion: input.readerQuestion } : {}),
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...(input.painPoint !== undefined ? { painPoint: input.painPoint } : {}),
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...(input.saturation !== undefined ? { saturation: input.saturation } : {}),
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...(input.demand !== undefined ? { demand: input.demand } : {}),
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};
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store.trends.push(trend);
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return { store, added: true, merged: false };
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}
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// ── RE-R3b lifecycle helpers (the trend's life AFTER first capture) ──
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/** The record's lifecycle status, defaulting absent → "new" (the single reader of that convention). Pure. */
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export function effectiveStatus(t: TrendRecord): TrendStatus {
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return t.status ?? "new";
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}
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/**
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* Set a trend's lifecycle status by id (the act/skip/reset verbs). Mutates the matched
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* record in place and returns the same store; an unknown id is a no-op reported as
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* { found: false } (never throws). Pure (no fs).
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*/
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export function setStatus(
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store: TrendStore,
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id: string,
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status: TrendStatus,
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): { store: TrendStore; found: boolean } {
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const t = store.trends.find((x) => x.id === id);
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if (!t) return { store, found: false };
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t.status = status;
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return { store, found: true };
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}
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/**
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* Set the same status on a batch of ids in one pass (N6, A1-9 — ten candidates, one call).
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* Partitions the ids into `found` (matched + mutated) and `notFound` (no such record), each
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* order-stable on the input. Mutates the matched records in place; unknown ids are skipped,
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* never an error. Pure (no fs) — the CLI decides the exit code from the partition (all-miss ⇒
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* usage error; any hit ⇒ success + report). Duplicate input ids collapse to one mutation.
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*/
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export function setStatusMany(
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store: TrendStore,
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ids: string[],
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status: TrendStatus,
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): { store: TrendStore; found: string[]; notFound: string[] } {
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const found: string[] = [];
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const notFound: string[] = [];
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const seen = new Set<string>();
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for (const id of ids) {
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if (seen.has(id)) continue;
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seen.add(id);
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const res = setStatus(store, id, status);
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(res.found ? found : notFound).push(id);
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}
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return { store, found, notFound };
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}
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/**
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* Record that the given trends were surfaced in a brief on `today` (the seen-log, B4).
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* PER-DAY IDEMPOTENT: a record already surfaced on `today` is skipped, so re-running the
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* same day's brief does not double-count. Increments surfacedCount (absent ⇒ 0) and stamps
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* lastSurfacedAt; returns how many records were actually incremented. Pure — `today` is
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* injected by the caller (the CLI edge), like the store's capturedAt.
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*/
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export function markSurfaced(
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store: TrendStore,
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ids: string[],
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today: string,
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): { store: TrendStore; marked: number } {
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const wanted = new Set(ids);
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let marked = 0;
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for (const t of store.trends) {
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if (!wanted.has(t.id)) continue;
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if (t.lastSurfacedAt === today) continue; // per-day idempotent
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t.surfacedCount = (t.surfacedCount ?? 0) + 1;
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t.lastSurfacedAt = today;
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marked++;
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}
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return { store, marked };
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}
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/**
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* Trends whose topics overlap the query, ranked by overlap (desc) then recency
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* (capturedAt desc). Topic matching is case-insensitive. Non-matches are
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* excluded.
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*/
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export function queryByTopic(store: TrendStore, topics: string[]): TrendQueryHit[] {
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const wanted = topics.map((t) => t.toLowerCase());
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const hits: TrendQueryHit[] = [];
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for (const trend of store.trends) {
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const have = new Set(trend.topics.map((t) => t.toLowerCase()));
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const topicOverlap = wanted.reduce((n, t) => (have.has(t) ? n + 1 : n), 0);
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if (topicOverlap > 0) hits.push({ trend, topicOverlap });
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}
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hits.sort(
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(a, b) => b.topicOverlap - a.topicOverlap || b.trend.capturedAt.localeCompare(a.trend.capturedAt),
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);
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return hits;
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}
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/**
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* Trend history, newest first. Optionally filtered to capturedAt >= `since`
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* (inclusive) and capped to `limit`. The time-scoped complement to
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* queryByTopic's topic-scoped view; together they are the "historikk-query".
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*/
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export function history(store: TrendStore, opts: HistoryOptions = {}): TrendRecord[] {
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let out = [...store.trends];
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if (opts.since !== undefined) out = out.filter((t) => t.capturedAt >= opts.since!);
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out.sort((a, b) => b.capturedAt.localeCompare(a.capturedAt));
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if (opts.limit !== undefined) out = out.slice(0, opts.limit);
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return out;
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}
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/**
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* The most recent capturedAt across the store (ISO date), or null when the
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* store is empty. The staleness signal behind the SessionStart trend-freshness
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* nudge (B-S3) and the `status` CLI subcommand: reuses history()'s newest-first
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* ordering so the module has a single notion of "newest". Pure — the days-stale
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* arithmetic (needs "today") lives in the caller, not here.
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*/
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export function newestCaptureDate(store: TrendStore): string | null {
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return history(store, { limit: 1 })[0]?.capturedAt ?? null;
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}
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/**
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* Default store path under the per-user data dir (M0 data-path convention), so
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* the trend history survives plugin upgrades/reinstalls. `LINKEDIN_STUDIO_DATA`
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* overrides the root; otherwise `~/.claude/linkedin-studio`.
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*/
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export function defaultStorePath(): string {
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const root = process.env.LINKEDIN_STUDIO_DATA ?? join(homedir(), ".claude", "linkedin-studio");
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return join(root, "trends", "trends.json");
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}
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