feat(extraction): kill the dead LLM cluster-namer — session names own the labels now
Wave 7 chunk A (950ddfd) replaced semantic clustering with birth-session clusters labeled by session names — the LLM namer became dead code, but extraction still called it, minting naming runs nobody reads on every merge. Real model spend wasted per extraction. Removed (agent band): - src/agent/subagents/cluster-namer.ts — the naming sub-agent, deleted whole (refreshClusterLabels, clusterNamingSettled, the naming loop). - extraction.ts: both post-merge garnish blocks (chat + notes paths), the labeler test seam on ExtractionModels, and the import. The labeler role's only consumer is gone; the 'labeler' entry in BACKGROUND_MODEL_ROLES/ROLE_SLOT (core band) is now consumer-less — flagged to Platform, not crossed. - scripts/import-notes.ts: the settle-before-exit line + the named- clusters count in the summary. - tests: the cluster-naming describe (naming + failure-non-fatal tests) and the dead CLUSTER_* fixtures; the labeler-less BYOK test repurposed as the kill pin — a merge mints NO naming runs and NO label records. NOT touched (flagged, outside the agent band): matchClusterLabelings (core/clusters.ts), clusterContentId (core/graph.ts — now consumer- less), the appendClusterLabel/readClusterLabels port seams + store impls + ClusterLabeling type (store/core band), tests/clusters.test.ts's matchClusterLabelings describe. Cost-summary's naming stage untouched per Platform's ruling (historical spend display reads readNamingRuns, which stays live). Gates: typecheck, 921/921, lint, build.
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@@ -1,227 +0,0 @@
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/**
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* CLUSTER NAMING (vision §1, DECIDED 2026-09-13): the garnish layer over
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* community detection. Detection is purely structural and deterministic
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* (core/clusters.ts); naming is ONE singular cheap LLM call that labels
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* every NEW/CHANGED community at once, given member names + statements.
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*
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* Core-survival: a community keeps an existing labeling while at least
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* half its core survives in it (matchClusterLabelings); only communities
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* with no surviving label AND at least MIN_CLUSTER_SIZE members are sent
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* to the namer. Records are append-only and idempotent (content-hashed
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* ids dedupe at the store seam), so a naming race or a re-run appends
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* nothing new.
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*
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* Runs POST-EXTRACTION (user-decided 2026-09-13): both front doors call
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* refreshClusterLabels after a successful merge. Failure is NON-FATAL —
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* the graph and hulls render fine unlabeled; the next run retries.
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*/
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import { z } from "zod";
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import { lhTool, toPiTools } from "../lh-tool.ts";
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import type { PiEngine } from "../models.ts";
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import { runSubagent } from "./pi-run.ts";
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import type { CallUsage, GraphNode, NamingRunUsage } from "../../core/contracts.ts";
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import { callUsage } from "./extraction.ts";
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import { getGraph, clusterContentId } from "../../core/graph.ts";
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import { matchClusterLabelings, MIN_CLUSTER_SIZE, type Community } from "../../core/clusters.ts";
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import type { GraphStore } from "../../core/ports.ts";
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/** How many member propositions the namer sees per cluster — enough to
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* recognize the domain without paying for the whole region. */
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const MAX_MEMBERS_PER_CLUSTER = 12;
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const CLUSTER_NAMER_INSTRUCTIONS = `You name communities of propositions in a personal knowledge graph.
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You are given clusters. Each cluster is a set of related propositions
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(theory fragments the author is learning) plus, for context, a sketch of
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every OTHER cluster already named. For each UNNAMED cluster, mint ONE
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short DOMAIN LABEL: 1-4 words naming the region of the world model those
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propositions belong to together — like a section heading in a textbook.
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Use the members' own vocabulary ("Differential forms", "Sales
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psychology", "Server architecture"), not generic words ("Topics",
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"Various concepts"). If the propositions are unrelated, that is fine:
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name the best common denominator anyway — a reader should recognize the
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region at a glance.
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Your entire deliverable is ONE submit_labels call. Include EVERY
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top-level field even when empty (labels: [] when nothing to name).`;
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const labelsSchema = z.object({
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labels: z
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.array(
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z.object({
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/** The cluster key from the prompt ("c1", "c2", ...). */
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key: z.string(),
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label: z.string(),
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}),
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)
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.default([]),
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});
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export interface UnnamedCluster {
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key: string;
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members: string[];
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nodes: Pick<GraphNode, "name" | "statement">[];
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}
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/** One single-submit namer run (the same shape as every extraction stage):
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* the whole deliverable is ONE zod-validated submit call. */
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async function nameClusters(
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engine: PiEngine | undefined,
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signal: AbortSignal | undefined,
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unnamed: UnnamedCluster[],
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onStep?: (usage: CallUsage, model: string) => void,
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): Promise<{ key: string; label: string }[]> {
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let submitted: { key: string; label: string }[] | undefined;
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await runSubagent(
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toPiTools({
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submit_labels: lhTool({
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name: "submit_labels",
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description: "Submit the cluster labels.",
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schema: labelsSchema,
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execute: async (labels) => {
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submitted = labels.labels;
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return labels;
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},
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}),
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}),
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{
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role: "labeler",
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engine,
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systemPrompt: CLUSTER_NAMER_INSTRUCTIONS,
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prompt: JSON.stringify(
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{
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unnamedClusters: unnamed.map((c) => ({
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key: c.key,
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members: c.nodes.map((n) => ({ name: n.name, statement: n.statement })),
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})),
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},
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null,
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2,
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),
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maxTurns: 4,
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abortSignal: signal,
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onAssistantMessage: (message) => onStep?.(callUsage(message.usage), message.model),
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shouldStop: (_message, toolResults) =>
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toolResults.some((r) => r.toolName === "submit_labels" && !r.isError),
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},
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);
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if (!submitted) throw new Error("the cluster namer never submitted labels");
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return submitted;
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}
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export interface ClusterRefreshStats {
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/** Communities the current graph divides into (all sizes). */
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detected: number;
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/** Communities that kept a label via core-survival. */
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claimed: number;
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/** Communities sent to the namer (unnamed, size >= MIN_CLUSTER_SIZE). */
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named: number;
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/** Labeling records actually appended (idempotent dedupe may shrink this). */
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appended: number;
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}
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/**
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* The post-extraction garnish: detect communities on the CURRENT graph,
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* join persisted labelings (core-survival), and name what is new — one
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* singular LLM call. Appends ClusterLabeling records; the NEXT snapshot
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* read joins them (the payload is derived, never stored).
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*
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* Serialized: concurrent merges (parallel notes imports) chain here, so
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* two runs never mint duplicate labels for the same community.
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*/
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async function doRefresh(deps: {
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graphStore: GraphStore;
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/** Test seam: a scripted engine (production uses the labeler role). */
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engine?: PiEngine;
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signal?: AbortSignal;
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}): Promise<ClusterRefreshStats> {
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const { graphStore, engine, signal } = deps;
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const { nodes } = getGraph(graphStore);
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// Semantic topics: the partition the embedder persisted in the
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// embedding ledger (same source the snapshot renders — never
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// recomputed here; the agglomerative pass is ~1.5s at scale).
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const communities = graphStore.readEmbeddings().clusters;
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const labelings = graphStore.readClusterLabels();
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const claims = matchClusterLabelings(communities, labelings);
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const byId = new Map(nodes.map((n) => [n.id, n]));
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const claimed = claims.filter((c) => c !== null).length;
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const unnamed = communities
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.filter((c, i) => !claims[i] && c.members.length >= MIN_CLUSTER_SIZE)
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.map((c: Community, i) => {
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const nodesFor = c.members
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.map((id) => byId.get(id))
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.filter((n): n is GraphNode => n !== undefined)
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.slice(0, MAX_MEMBERS_PER_CLUSTER)
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.map((n) => ({ name: n.name, statement: n.statement }));
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return { key: `c${i}`, members: c.members, nodes: nodesFor };
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});
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if (unnamed.length === 0) return { detected: communities.length, claimed, named: 0, appended: 0 };
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// Money channel (2026-09 graph cost metrics): the naming call is the
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// pipeline's third billable stage — capture per-step usage + model as
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// they bill, then persist ONE record for the run, success or failure
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// (money spent either way, same discipline as extraction runs).
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const startedAt = Date.now();
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const t0 = performance.now();
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const steps: NamingRunUsage["steps"] = [];
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let model = "unknown";
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let appended = 0;
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try {
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const labels = await nameClusters(engine, signal, unnamed, (usage, modelId) => {
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steps.push(usage);
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model = modelId;
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});
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const seen = new Set<string>();
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for (const { key, members } of unnamed) {
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if (seen.has(key)) continue;
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const label = labels.find((l) => l.key === key)?.label?.trim();
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if (!label) continue;
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seen.add(key);
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graphStore.appendClusterLabel({
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id: clusterContentId(members),
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label,
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core: members,
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createdAt: new Date().toISOString(),
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});
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appended++;
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}
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return { detected: communities.length, claimed, named: unnamed.length, appended };
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} finally {
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// The finally (not just success) keeps failed/aborted runs billed
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// too — zero appended, steps as far as they got. Runs whose model
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// never billed a step (aborted before the first message) still
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// record: the idempotency key is this run's startedAt.
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graphStore.appendNamingUsage({
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startedAt,
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at: new Date().toISOString(),
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durationMs: Math.round(performance.now() - t0),
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model,
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steps,
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stats: { detected: communities.length, claimed, named: unnamed.length, appended },
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});
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}
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}
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let namingTail: Promise<unknown> = Promise.resolve();
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/**
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* Fire the refresh, serialized behind any refresh already running (a
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* parallel import's merge waits its turn; each run reads fresh ledgers).
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* Waivable: call sites may fire-and-forget; scripts await the return.
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*/
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export function refreshClusterLabels(deps: {
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graphStore: GraphStore;
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engine?: PiEngine;
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signal?: AbortSignal;
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}): Promise<ClusterRefreshStats> {
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const run = namingTail.then(() => doRefresh(deps));
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namingTail = run.catch(() => {});
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return run;
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}
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/** Await every refresh fired so far (scripts: don't exit mid-naming). */
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export async function clusterNamingSettled(): Promise<void> {
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await namingTail;
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}
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@@ -21,7 +21,6 @@ import type { GraphStore } from "../../core/ports.ts";
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import { settleGraphLayout } from "../../core/layout-settle.ts";
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import { batchRuns, batchTag, coverageOf, messageViewLines } from "../../core/coverage.ts";
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import { EXTRACTION } from "../../../config.ts";
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import { refreshClusterLabels } from "./cluster-namer.ts";
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/**
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* The extraction pipeline (vision §1 construction, 2026-09-02 redesign) — the
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@@ -567,8 +566,6 @@ export interface ExtractionModels {
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* engineFor chain (production wires no direct values). */
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extractor?: PiEngine;
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auditor?: PiEngine;
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/** Test seam for the cluster namer (post-extraction garnish). */
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labeler?: PiEngine;
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/** Settings-resolved engine per role — the same slot treatment the
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* job runner got, read FRESH per stage call (a settings PUT between
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* stages lands). BYOK (owner, 2026-09-22): the chain (role override →
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@@ -880,18 +877,6 @@ export function createExtractionPipeline(deps: ExtractionPipelineDeps): Extracti
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`[extraction ${chatId}] merged: ${stats.nodes} nodes, ${stats.edges} edges, ${stats.events} events ` +
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`(${Math.round(performance.now() - t0)}ms total)`,
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);
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// Post-extraction garnish (DECIDED 2026-09-13): name new/changed
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// clusters. Fire-and-forget — naming never fails the run.
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const labelerEngine = stageEngine("labeler", deps.labeler);
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if (labelerEngine) {
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refreshClusterLabels({
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graphStore,
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engine: labelerEngine,
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signal: runningExtractions.get(chatId)?.controller.signal,
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}).catch(() => {});
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} else {
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console.info(`[extraction ${chatId}] cluster naming skipped — no labeler model configured`);
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}
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return stats;
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} catch (err) {
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persistRunUsage(chatId, Math.round(performance.now() - t0), batchesDone > 0 ? total : undefined);
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@@ -1010,16 +995,6 @@ export function createExtractionPipeline(deps: ExtractionPipelineDeps): Extracti
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`[extraction ${id}] merged: ${stats.nodes} nodes, ${stats.edges} edges, ${stats.events} events ` +
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`(${Math.round(performance.now() - t0)}ms total)`,
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);
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const labelerEngine = stageEngine("labeler", deps.labeler);
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if (labelerEngine) {
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refreshClusterLabels({
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graphStore,
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engine: labelerEngine,
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signal: runningExtractions.get(id)?.controller.signal,
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}).catch(() => {});
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} else {
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console.info(`[extraction ${id}] cluster naming skipped — no labeler model configured`);
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}
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return stats;
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} catch (err) {
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persistRunUsage(id, Math.round(performance.now() - t0), undefined);
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