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feat: GF-T fully-on-chip 2-layer XOR trainer (perceptron output) - #1827

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feat: GF-T fully-on-chip 2-layer XOR trainer (perceptron output)#1827
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@gHashTag gHashTag commented Aug 7, 2026

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New spec gft_xorpercep.t27 — fully-on-chip 2-layer XOR: fixed hidden relu features + trainable perceptron output (no hard-sigmoid). In-spec PASS; GF-T sim converges XOR 4/4. Honest note: as one design (19.5M) it exceeds the openXC7 correctness ceiling (silicon responds but never updates), which REFINES the ceiling to ~17-18M (works <=16.7M, fails >=19.5M). Working on-chip XOR = split (fixed hidden off-chip + output on the 16.7M logistic bitstream, cycle 53). docs/NOW.md updated. Refs #1764

gft_xorpercep.t27: fully-on-chip 2-layer XOR -- fixed hidden h=relu(Wx+c)
computed on the FPGA + trainable perceptron output (pred=z>0, g=pred-y,
v_j'=v_j-eta*g*h_j; no hard-sigmoid to stay small); returns (v0'<<32)|v1'.

In-spec test PASS; GF-T Python sim converges XOR 4/4. Honest note: as one design
(fasm 19.5M) it exceeds the openXC7 correctness ceiling -- silicon responds but
never updates. This REFINES the ceiling to ~17-18M (works <=16.7M, fails
>=19.5M). Working on-chip XOR path is the split (fixed hidden off-chip + output
trained on the 16.7M logistic bitstream). docs/NOW.md updated.

Refs #1764

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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PR Dashboard

Generated at: 2026-08-07 03:28:09 UTC

Summary

Status Count
Total Open PRs 4
PRs with Failing Checks 0
PRs with All Checks Green 4
READY 3
FAILING 0
PENDING 0

Seal Status

  • ⚠️ 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 3c0fc60 into master Aug 7, 2026
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gHashTag deleted the feat/gft-xorpercep branch August 7, 2026 03:30
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