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authorYuren Hao <yurenh2@illinois.edu>2026-07-09 04:31:59 -0500
committerYuren Hao <yurenh2@illinois.edu>2026-07-09 04:31:59 -0500
commit57ad5f340a5148417d5f50420af0f7982ddc8105 (patch)
tree03e3bbfbf754de87d80ac05c0ccfbc87d490d3a0 /docs
parentcf96818498898575289a9430ad326d9450d3f3a0 (diff)
cascade: zil interleaved scheme = exact gradients at all depths (cos 1.0000 L6-24, trajectory 0.9998+); casc_ep_train zil trainer; naive-relaxation depth failure documented
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
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@@ -26,6 +26,26 @@ The looped-EP precedent multiplier was ~230× BP; the K-frontier decides whether
---
+## STATUS 2026-07-09 (same day): Tier 0 CLOSED GREEN via the zil scheme; C1 running
+
+- **Naive relaxation FAILS at depth** (the B1-lite sweep): jacobi K=40·L → cos 0.82 (L6) / 0.67 (L12)
+ / 0.53 (L24), shrink dying 0.41→0.28; gsf/gsr with small-η+momentum no better; β-insensitive
+ (0.01/0.03/0.1 identical) ⟹ binding error = RELAXATION INCOMPLETENESS, not Taylor bias.
+ warp2.0 catastrophic (cos 0.11) under naive descent.
+- **Two implementation traps found:** (1) NBT-normalized energy made γ=1 actually γ=1/128;
+ (2) plain γ=1 reverse sweep WITHOUT interleaved reads contaminates e_l with J_l·δ_{l−1}
+ (same β-order as the signal) — final-state readout is directionally ruined (cos 0.30@L6).
+- **The fix = zil scheme (interleaved reverse sweep):** update z_l (γ=1, SUM units) then read
+ θ_l IMMEDIATELY (e_l = −β·δ_l exact at the feedforward point; δ-recursion has NO linearization
+ error). Single phase, β cancels exactly. **Results: cos = 1.0000 at L=6/12/24; io gate 0.9999;
+ warp2.0 → 1.0000; real-trajectory ckpts (casc_bp6 s0→s4000) → 0.9998–1.0000. A0.1/A0.2/A0.3 all
+ green.** Honest framing: zil is numerically BP restructured as per-layer local two-factor energy
+ reads (no global backward graph); the EQUILIBRIUM mode (jacobi/CG to convergence) remains the
+ physically-meaningful EP column — priced expensive by the sweep, CG/preconditioning is the B2 job,
+ and it is the analog-hardware rung (E-tier).
+- **C1 money run LAUNCHED:** casc_ep6 (zil, seed 0) vs casc_bp6 (BP twin, best 2.9746@4k) —
+ step-0 CE bit-identical (true twin). 107 GPU3.
+
## Tier 0 — gate hardening (probe-scale, hours, no training) → K1
| ID | question | design | decision rule |