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research(NSL): test cosine roundtrip against certified pairwise LUT - #5

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research/2026-10-25-nsl-quantized-pair-lut
Oct 25, 2026
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AdaWorldAPI merged 2 commits into
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research/2026-10-25-nsl-quantized-pair-lut

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@AdaWorldAPI AdaWorldAPI commented Oct 24, 2026 •

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Research proposal (documentation only)

Adds research/2026-10-25/05-cosine-roundtrip-versus-pair-lut.md: a self-contained research hypothesis, exact source anchors, a bounded experiment plan, admission and rejection gates, and explicit non-goals.

No implementation is claimed. This draft PR does not change TF/NSL behavior, runtime code, numerical kernels, or training/inference functionality.

Part of the October 25 NSL × lance-graph brainstorming series. Related baseline: lance-graph #1758, #1762, and ndarray #370–375. Independent test evidence must be supplied before making code/benchmark performance claims.

Review request: validate semantics, available APIs and falsification criteria before assigning implementation to the appropriate repo.

Deep-dive added 2026-10-25

Detailed experimental specification: distinct cosine, angle and rotation tables; offline certification and MCU RAM/flash accounting.

This adds design detail only. All source/runtime integration, reference execution, measured performance and test evidence remain future implementation work. Please review the acceptance/refusal gates before promoting this draft.

@AdaWorldAPI
AdaWorldAPI marked this pull request as ready for review October 25, 2026 18:33
@AdaWorldAPI
AdaWorldAPI merged commit b21b190 into master Oct 25, 2026
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chatgpt-codex-connector Bot commented Oct 25, 2026 •

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Codex Review Summary

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Review Status Commit Review trigger
📝 Code Review ✅ Completed 2026-10-25T18:34:42.379618Z b011fac Draft marked ready
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