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v3.12.3 Bugfix

This release fixes issues for SREs watching stability and regressions.

✓ No known CVEs patched
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✓ No known CVEs patched in this version

Topics

agentic-ai agentic-framework agentic-workflow agents ai-agents ai-assistant
+14 more
ai-coding ai-skills autonomous-agents claude-code codex harness mcp-server multi-agent multi-agent-systems npm skills swarm swarm-intelligence typescript

Summary

AI summary

Fixed silent emission of 128‑dim mock embeddings when the ONNX model should produce 384‑dim vectors.

Full changelog

Bundled fix

#2395 — MCP memory_store emitted 128-dim mock embeddings (data quality regression)

Symptom (per issue): standalone CLI used real 384-dim ONNX embeddings, but the in-session MCP path persistently emitted 128-dim hash-fallback ("mock") embeddings — silently corrupting similarity recall and wasting any benefit of vector memory.

Root cause: bridgeGenerateEmbedding returned embedder.embed() results labeled backend: 'onnx' unconditionally, even when AgentDB's vectorBackend controller silently fell back to a 128-dim hash stub. The stub didn't expose isMock=true, so the existing isMock check let it through with a wrong label.

Fix: dimensional sanity check. The hardcoded model name Xenova/all-MiniLM-L6-v2 always produces 384-dim; anything else is definitively a stub. Return null from the bridge wrapper in that case so the caller falls through to generateLocalEmbedding, which routes via the real ONNX chain (transformers.js / ruvector).

Net: backend labels now match actual semantics, no more silent mock embeddings.

Install

npx [email protected]
# or
npm i ruflo@latest

All 3 packages × 3 dist-tags published in lockstep.

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Beta — feedback welcome: [email protected]