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<entry>
<title>Add HRM-Orth v1 (codex round 2 Q6 pivot)</title>
<updated>2026-05-23T17:04:04+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-05-23T17:04:04+00:00</published>
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Patch HRM Block with Lipschitz-bounded ops:
- attention → cosine-normalized softmax attn
- SwiGLU → OrthLinear (Cayley + weak diag scale) + MaxMin + OrthLinear
- rms_norm + add → weighted residual (1-σ(w))·h + σ(w)·f(h)
- Weak orthogonality: diag(s) with s_i ∈ [0.95, 1.0] for compression directions

Keeps HRM ACT framework + H_level/L_level + cycles unchanged.

Predicted +5-7pp vs SRM v1 (codex Q5 decomp):
  +1.5-2.5 (remove ReLU rank-kill via MaxMin)
  +2.0-3.0 (remove AOL attenuation via Cayley)
  +1.0-1.5 (orthogonal residual flow)

Also adds: train_hrm_orth.py trainer, SRM v1 run logs, .gitignore ckpts/.codex

Co-Authored-By: Claude Opus 4.7 &lt;noreply@anthropic.com&gt;
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<pre>
Patch HRM Block with Lipschitz-bounded ops:
- attention → cosine-normalized softmax attn
- SwiGLU → OrthLinear (Cayley + weak diag scale) + MaxMin + OrthLinear
- rms_norm + add → weighted residual (1-σ(w))·h + σ(w)·f(h)
- Weak orthogonality: diag(s) with s_i ∈ [0.95, 1.0] for compression directions

Keeps HRM ACT framework + H_level/L_level + cycles unchanged.

Predicted +5-7pp vs SRM v1 (codex Q5 decomp):
  +1.5-2.5 (remove ReLU rank-kill via MaxMin)
  +2.0-3.0 (remove AOL attenuation via Cayley)
  +1.0-1.5 (orthogonal residual flow)

Also adds: train_hrm_orth.py trainer, SRM v1 run logs, .gitignore ckpts/.codex

Co-Authored-By: Claude Opus 4.7 &lt;noreply@anthropic.com&gt;
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