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dangernoodle-io / ouroboros / 29140758907 / 1
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Ran 11 Jul 2026 05:10AM UTC
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11 Jul 2026 05:09AM UTC coverage: 88.696% (+0.3%) from 88.365%
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feat: add pure-Go static-embedding package (Model2Vec potion-retrieval-32M) (#121)

- internal/embed: offline, no-CGO, no-network text embeddings for future
  semantic search over the KB/backlog
- int4-quantized (per-row symmetric scale, packed 2/byte) potion-retrieval-32M
  asset, ~16MB, committed and //go:embed'd; reproducible generator in
  internal/embed/gen/generate.py. OU-68 spike validated int4 preserves
  retrieval ranking (recall@5 ~0.85 vs fp32 top-5, ~0.98 cosine on
  representative queries) while halving the prior int8 asset (~31MB)
- bespoke pure-Go BERT WordPiece tokenizer (normalizer + pre-tokenizer +
  greedy longest-match wordpiece), validated for exact token-id parity
  against the HF reference tokenizer
- Embed/Cosine/Dim API mirroring model2vec.StaticModel.encode exactly;
  golden-fixture test gate requires cosine >= 0.999 vs a Python reference
  that applies the SAME int4-per-row quantization (validates the Go
  implementation against the scheme, not int4-vs-fp32 quality, which is
  a separate documented tradeoff -- see internal/embed/README.md)
- not yet wired into the CLI/MCP surface -- foundational slice only

Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

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