Semantic topic clusters: local embeddings replace Louvain
Louvain only ever found the reasoning chains (the graph is disconnected by nature — every connected component became its own cluster) and edge-orphans could never join anything. Clusters are now RELATED TOPICS: propositions grouped by meaning. - Embedder (src/server/embeddings.ts): in-process transformers.js v4 running EmbeddingGemma-300M q8 (MTEB 68.4, ~300MB one-time download), MRL-truncated to 512d, "title: none | text:" prefix on 100% of inputs, L2-normalized so cosine = dot. Model/dim mismatch voids the ledger (full re-embed). Injected at the composition root — the agent layer never imports the server layer (architecture law). - Ledger (data/graph/embeddings.json): model + dim + vectors + the persisted cluster partition. Reclustering runs at the END of every embedding batch (post-merge hook, both front doors) — never per read (the agglomerative pass is ~1.5s at 338 nodes). - Clustering (src/core/semantic-clusters.ts): hand-rolled average-linkage agglomerative over cosine (npm HDBSCAN is an abandoned alpha). Stragglers stay singletons by default; attachStragglers is the all-in toggle. Threshold 0.60 swept on the real graph: 26 topics, 74/90 edge-orphans land in real topics, 10 stragglers. - Consumers (snapshot, settle, namer, replay) read the persisted partition — one cluster concept everywhere; core-survival label matching unchanged (20/26 topics kept labels). - Louvain retired: detectCommunities + graphology* deps deleted (graphology-louvain had leaked into the client bundle since the clusters wave); scripts/bench-graph.ts (dead FA2 bench) removed. - scripts/embed-graph.ts: backfill/cold-start (338 nodes in 150s including the one-time model download).
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@@ -4,7 +4,13 @@ const nextConfig: NextConfig = {
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// Framework-free core lives in src/ (plain TS, imported by routes and CLI alike).
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// The pi engine must stay external: its providers are runtime-loaded Node
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// code (undici streams, catalog data) that breaks when bundled into routes.
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serverExternalPackages: ["@earendil-works/pi-ai", "@earendil-works/pi-agent-core"],
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// transformers.js (embeddings) is runtime-loaded ONNX — same reason as
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// the pi engine: bundling onnxruntime-node breaks route builds.
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serverExternalPackages: [
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"@earendil-works/pi-ai",
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"@earendil-works/pi-agent-core",
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"@huggingface/transformers",
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],
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};
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export default nextConfig;
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