Block a user
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item 25 pre-registered: latent process supervision via differentiable lens readout — pause j trained to lens-encode deleted-step token j (λ=0.3/1.0 arms); carry_logits gains return_states
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item 24 closed (stopped by Nils): trainable band doesn't improve fit either; E2-L internalization line closed on all four axes; LoopLoRA k=0 bit-exactness validated in passing
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item 24 pre-registered: d=1 retry with loop-only band-LoRA r=16 (4.8M params, whole band, k=0 bit-exact); trainer/eval gain --bandlora; smoke-tested train+eval
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item 23 scored: both control axes confirm — pp30 29.3 (within ±5 of 31.6, 3x pauses bought nothing), x600 no recovery; d=1 ceiling is structural, ladder chapter closed
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whiteboard microscopy on hard(795)/drop(430) specimens: FF slips at the 3-term sum (155), carry re-expands and defers (165 ✓); boards show live continuation-plan vs premature digit-commit at identical prefixes
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probe_discount: single-prompt whiteboard microscopy (lens table + digit probs, carry vs FF control) on the 80/15% problem
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item 23 pre-registered: d=1 ceiling controls (x600 undertrain arm, pp30 pause-bandwidth arm, +-5pt decision rule); trainer gains --tag-suffix
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item 22 scored: ladder breaks at d=1 (57.4->31.6), plateaus ~19 at d=2/3 — 2x cold floor (d=3 vs base McNemar p=0.0025); latent loop trades easy reliability for hard/drop reach
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26B-A4B lens mapped: 30 layers (not 48), same early-persist/terminal-motor family as E4B+31B; patched save delivered full regimes.pt incl. per-layer ignition; 5-scale figure complete
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item 22 pre-registered: E2-L rung B internalization ladder (front-first deletion, 10 pauses/step, warm-started d=1..3); trainer gains --drop-steps/--warm-start/--steps/--lr; smoke-tested 2 steps on Spark
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31B regimes parsed (early persist bump L7-16, motor only terminal — E2B signature absent, matches E4B); exp4_regimes.py takes explicit out path / defaults next to input jbar (fix pushed to node before 26B stage)
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item 21 McNemar scored: drop-bucket edge significant (2:6 p=0.0094, survives Bonferroni x4); overall A-vs-B ns; + session handoff, fig cleanup
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item 21: GSM carry-cot 57.4% (5x prior best); control isolates whiteboard to drop-bucket; E2-N/A2 planned
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item 20: gate threshold curve + oracle bound (probs pass, merge per-item LUT, offline sweep)
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node_bootstrap.sh v2: one-command node setup encoding every paid-for lesson (workspace-only, snapshot pinning, credential-aware sync, contract workers, graceful stop) + gpuq_presign for credential-less nodes
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E1c scored: easy routing solved (95.9% at 0.11 iters), hard recall regressed; threshold calibration = identified next knob
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E4B regime map (ckpt-salvaged, 150 prompts): no clear workspace signature — sensor L11-22, motor from L23, persistence bump absent; candidate band inside KV-shared zone