linkedin-studio/scripts/trends/src/store.ts
Kjell Tore Guttormsen 9de38c4939 feat(linkedin-studio): N7.5 — MR-F9 etterspørsels-sveip (Tier-5-kilder + smertepunkt + vokabular-oversettelse + arc-kontrakt) [skip-docs]
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
2026-07-23 22:26:39 +02:00

312 lines
13 KiB
TypeScript

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