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feat: GF-T 3-class linear classifier inference (proven on AX7203, 16/16) - #1823

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feat: GF-T 3-class linear classifier inference (proven on AX7203, 16/16)#1823
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New spec gft_classify3.t27 — 3-class linear classifier inference: class = argmax_c(w_c0x0+w_c1x1). Reuses smul/sadd for logits and category/gt from the argmax stack. In-spec tests (c0/c1/c2) PASS. Proven on a live AX7203 (uart_classify3.v): a multiclass perceptron trained on host (99% train acc), 6 weights baked in; the board classifies 16/16 held-out across all 3 classes (100%). docs/NOW.md updated. Refs #1764

gft_classify3.t27: 3-class linear classifier inference -- class = argmax_c
(w_c0*x0 + w_c1*x1). Reuses smul/sadd for the logits and category/gt from the
argmax stack. Multi-class deployment core (weights trained off-core, baked in).

Proven on a live AX7203 (uart_classify3.v): a multiclass perceptron trained on
host (3-way 2D, 99% train acc), 6 weights baked in; the board classifies 16/16
held-out points correctly across all 3 classes (100%). In-spec tests PASS.
docs/NOW.md updated.

Refs #1764

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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Generated at: 2026-08-07 01:53:33 UTC

Summary

Status Count
Total Open PRs 4
PRs with Failing Checks 0
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READY 3
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  • ⚠️ STALE -- sha256(compiler.rs)=4c1aaad5309a != manifest seal=87e5cbd3ad94.
    The committed NMSE numbers were certified against an older compiler.rs.
    Run scripts/reseal-check.sh locally for the two-step reseal command (advisory; not a merge gate).

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📓 NotebookLM Notebook linked to this PR

This notebook contains session context, decisions, and artifacts for this work.

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gHashTag merged commit 0743d26 into master Aug 7, 2026
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gHashTag deleted the feat/gft-classify3 branch August 7, 2026 01:54
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