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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"@ai-sdk/react": "^4.0.79",
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"@earendil-works/pi-agent-core": "^0.85.1",
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"@earendil-works/pi-ai": "^0.85.1",
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"@huggingface/transformers": "^4.2.0",
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"@mozilla/readability": "^0.6.0",
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"@radix-ui/react-use-controllable-state": "^1.2.6",
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"@rive-app/react-webgl2": "^4.32.1",
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"d3-selection": "^3.0.0",
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"d3-zoom": "^3.0.0",
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"embla-carousel-react": "^8.6.0",
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"graphology": "^0.26.0",
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"graphology-communities-louvain": "^2.0.2",
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"graphology-layout-forceatlas2": "^0.10.1",
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"katex": "^0.16.47",
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"linkedom": "^0.18.13",
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"lucide-react": "^1.33.0",
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