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2026-07-25RESULT 61: EP诊断暂停,BP锚点优先(用户令) — ↵Yuren Hao
b15尸检:合规1.5e-3血统天花板照沉到1.5e-3(哨戒5连DIVERGE),C768下沉追β; BP电池全三卡:135M孪生s1/s2(41h)+72M s2/s3链(11h×2) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-24RESULT 60b: ↵Yuren Hao
res表在amp下宽度盲(bf16地板把fp32四个量级压成1.2×,棘轮首步死亡螺旋); 带内自适应在C768+amp判死,仪器=离线fp32探针; fw135m_b15(定点1.5e-3+bsign)+ckpt哨戒探针在飞; res/rho入wandb Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-24RESULT 60: ↵Yuren Hao
s345000走廊空(end075更糟3.4805,LR嫌疑排除)→闭合点275-300k,s250000=最后健康点; --res_gate宽度可配+bsign×beta_simple符号抹除bug修复(COMBO_CERT_PASS); fw135m_ratchet从s250000发射(bsign+棘轮+res_gate 1e-3,27h) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-24RESULT 59b: C768天花板实测8-12e-3@150k→1e-3@345k — ↵Yuren Hao
后半程超顶2-3×运行(非擦边),bsign下天花板照沉(锐化自驱,宽度新物理); res>0.02告警常数也不跨宽度; end15换end075(β=7.5e-4)重放 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-24RESULT 59: 135M完赛3.3839 — ↵Yuren Hao
稳定性迁移(零事件440k)但工作点不迁移:β=3e-3收官擦C768天花板(σ661,cos退到0.968,最后93k退火颗粒无收,best@79%); scaling判决押后; 教训=窗口常数不跨宽度,每级阶梯需β re-gate; ρ探针+β1.5e-3收官重放双管齐下 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-22RESULT 58: bsign s2完赛3.3924 — ↵Yuren Hao
稳定性n=2封印(两跑全程零事件),CE均值3.3637±0.029(s1又是幸运抽样,dip第四咬); 72M全表n=1数字带±0.03-0.06种子带,bsign-vs-BP gap待协作者BP seeds; 135M迁3卡DDP Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-21BASELINE_SPEC: 首任务=72M BP seeds 2/3(诚实gap分母,exact ↵Yuren Hao
config给出); BP线全权移交协作者(本地bp_s2已撤,GPU全转EP) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-21RESULT 57: ↵Yuren Hao
棘轮判决=纯退让跑不赢偏置驱动的下沉(阶梯131k起雪崩4个量级到bf16地板,训练死走,181k处决); 同一门下bsign零事件=下沉是偏置估计器的轨迹性质而非β政策问题; 阶梯=首个连续in-vivo天花板轨迹测量; GPU0转BP s2补诚实gap Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-21BASELINE_SPEC: ↵Yuren Hao
BP孪生契约(唯一自由度=最小档lr三点扫,n>=2)+×2阶梯形状表(135M/270M宽度优先@L12,550M/1.1B深度事件带re-gate) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-21RESULT 56: bsign王冠封印3.3349 — ↵Yuren Hao
1.0×王冠存在;全程零guard事件(vs plain2 12840次skip风暴),与cent 3.3318平手(0.003内)但成本60%;下沉=偏置驱动因果闭环(符号翻转期望消偏即根治);用户'没用'赌注败北;s2复验已发射;psign=生产形态候选 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-20RESULT 55: ↵Yuren Hao
单侧偏置首次直接定量(线性∝β,0.3-1%@3e-3,2.7σ;BBP线真空点补上); 逐样本符号+batch平均=无偏(用户命题四层两β全验证,偏置消到噪声地板,零代价); 预登记推论:若bsign挡不住下沉则cent护甲非消偏 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-20RESULT 54: ↵Yuren Hao
上界∝1/σ²下沉(σ242→473翻倍,β*从0.12跌到<0.03),固定β=停滞非安全(plain2收官89%skip,best其实是200k成绩); K=30密探针推翻Codex的β*=0.7(K=8误判慢发散为收敛); σ-scaling原设计对但被floor钉死+早期σ暴涨张力; --beta_cos_min实装(按进程cosine降β跟踪下沉上界); betacos王冠2e-2→8e-4在飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-20RESULT 53: β教条重建 — Codex ↵Yuren Hao
ρ探针测出真实上界β*≈0.7@s35000(0.4收敛/0.7发散); v1炸@0.09处ρ=0.73远未越界=控制器自炸非β不稳; 固定β永不炸(遇下沉上界→skip防御,plain2收官11527skip仍3.3437完赛),只有控制器炸; 界内CE平坦+偏置∝β+上界下沉→政策=固定小β,控制器线拆除(错误且危险的轴,用户判定成立); 1e-3全程验证已排 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-19RESULT 52: 42M 3×3矩阵完成 — cent零gap ↵Yuren Hao
claim退役(幸运s1;3seed均值1.2543),诚实结论=EP gap +0.03-0.04与估计器无关,与72M收官三连平局互证;记忆条目同步修正 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-19RESULT 51: ↵Yuren Hao
codex审计入册(门AND逃生孔=主因,600步连续放行×392;AIMD算术无罪;4臂回放对照r0 vs r868;修复×4已提交) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 50: c190封印3.3732(hybrid=1.13x,带0.04主体税); ↵Yuren Hao
governor尸检三层bug账(用户判定成立); crown-3b(fw72m_plain2)修复栈从头跑已发射; 贴上界servo提案(ρ≈G·β线性平台+ODE步长PI)入册待验证 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 49: ↵Yuren Hao
回路解剖=23段乘积近临界(下行×72/上行×13k/顶读1e-6),plain只热b8一段(h6 logit 94 vs cent 75)边际越线,灾变=硬底响应打伤b1(入口vjp 1.3→14.9); batch噪声对照0.39/0.45=Q1封口; --logit_knee 80实装+knee臂排c190后 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 48c: ↵Yuren Hao
θ-read结构上无1/β通道(d∝β,β在cotangent里消掉;五种数字系综全部β-平坦)→数字域无检测下界是结构性的;BBP相变真家=差分读出硬件(T64列读即是)→β*_HW设计方程成立;qb6 buyback机制改判待查 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 48b: ↵Yuren Hao
一般化BBP(amp+测谱,免结构假设)=R>1处处成立到1e-4,EP附加噪声低于信号5-50×;数字域下界非检测相变(bf16=位移舍入悬崖非噪声bulk);单步检测瓶颈=batch噪声(与BP共享);真相变在模拟读出/量化域,qb6 β-buyback即穿边证据 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 47+48: ↵Yuren Hao
涨的量=blocks8-11单模态增益(ρ复刻探针,两血统同构型90%质量,plain 205-210k过1,cent全程平)+b8 logit跑飞70→94; BBP审计=fp32模拟器无加性下界(a=0,overlap 1.000@3e-4)→BBP是硬件设计方程; 三探针入库 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 46: endgame-42落地 — BP lr平台平坦(参照1.2141成立), ↵Yuren Hao
plain@3e3三seed诚实gap+0.042(s1是幸运抽样), ride优势限mid期; cent s2/s3补最后一洞已排GPU0 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 45: no-floor判决=走廊真闭合(β ↵Yuren Hao
3e-3→1.1e-5无搁板,天花板塌260×),fail-soft兑现(gn≤0.4零spike权重未中毒 vs 硬底版慢烧); plain全程判死→centered; 2x2关键格c190在飞(cent估计器救plain s190000状态?) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 43+44: crown-3 ↵Yuren Hao
死因=cap硬底钉在塌落天花板之上(变相wall-2); endgame A/B平局(3.4245/3.4244)估计器无罪; bpmix定位gap全在上半blocks(77%)attn/ffn均分,底半=0; --cap_floor补丁+fw72m_plain_nf无硬底190k重放在飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 42: crown-3 voided — slow-burn endgame instability accepted by hard ↵Yuren Hao
guards; single-sided estimator = common factor in both 72M deaths; centered-as-armor hypothesis promoted Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-18RESULT 41: crown-3 sealed 3.3728 (1.0x cost, gap 0.084); 0.041 plain-vs-cent ↵Yuren Hao
discrepancy -> endgame A/B adjudicator launched on GPU1/3 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17RESULT 40: ride-v2 probes — bug fix was the disease, sync-accept adopted; ↵Yuren Hao
endgame-42 queue launched (late probes + EP seeds + BP lr sweep) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17RESULT 39: seed verdict — ride_s1 lucky draw; RESULT 26 zero-gap anchored ↵Yuren Hao
on BP's weakest seed, corrected to 'within ~0.02 of BP seed-mean'; EP-recipe seeds queued Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17RESULT 38: 2D update-field analysis — localized curl blob at beta=1e-2 ↵Yuren Hao
(conservative near basins), EP/BP different-basin equal-depth (barrier 8.25); fieldviz.py Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17RESULT 37 addendum: first wound = cap x floor-jump = beta 0.09 at step 20000 ↵Yuren Hao
(controller design bug); s50000-clean retracted; crown-3 relaunched from scratch Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17RESULT 37: ride fails at 72M (beta-scaled damage through beta-independent ↵Yuren Hao
guards -> weight poisoning); crown-3 relaunched as fw72m_plain from s50000; ride-v2 design lessons Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17Fairness protocol at scale: published-recipe anchor + proxy sweeps + ↵Yuren Hao
sensitivity curves + symmetric zero-tuning at 1B+ (muP optional at 300M) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-17RESULT 36 pre-reg: fw72m_ride crown-3 + ride/BP seed campaign + BP-fairness ↵Yuren Hao
rule (no EP>BP claims without BP sweep) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 34+35: beta-buyback partial (+0.035->+0.022); full-epoch trio sealed ↵Yuren Hao
— plain 1.0x zero-gap-class confirmed, ride governor best on both metrics, dip-statistics honesty rule Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16est15 sealed 1.2374 (band edge); beta-buyback arm qb6_b1e2 launched (RESULT ↵Yuren Hao
30 mechanism test) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 33: triple verdict — A/B neutral at 72M, dose-response monotone ↵Yuren Hao
thru 1e-2, ride governor beats all static betas (1.2562); stage1b_ride launched Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 32: crown resealed — fw72m_cent 3.3318 vs BP 3.2884 (gap 0.043, 10x ↵Yuren Hao
reduction), zero guards over 234k, predictions beaten 8x Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 31: decoupling — tail win is 101% beta, centered CE-neutral at 42M ↵Yuren Hao
tail; plain-full-epoch + 72M A/B queued post-crown; beta ablation auto-triggered Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 30: quantization Delta-vs-Delta — zero-tax at 8-bit operating point ↵Yuren Hao
for BOTH; EP-specific tax (1.4-8x) below it; beta-buyback prediction designed Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 29: qcomp8 tax-free (+0.0018) = T64 8-bit compute green light; ↵Yuren Hao
--centmirror ships (cos 1.000000000, 1.72x -> 1.39x) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 28 caveat: fp32-EP control insufficient — BP mirror is the decision ↵Yuren Hao
metric (user correction) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-16RESULT 28: Stage-0 gate #1 verdict (naked resident cells need >=10-12b; T64 ↵Yuren Hao
word-streaming exempt; qcomp = the decisive arm) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15T64 procurement sheet: Taobao AD7528JN @ ¥3/pc (user-verified) — MDAC ↵Yuren Hao
line $11.4k -> ~$1.4k incl 50% screening overage; 3-phase screen protocol tied to Stage-0/Stage-1 gates Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15RESULT 27: K-saturation across training stages — K3=K8 at s5k/50k/100k; ↵Yuren Hao
fixed-point bias (not truncation) grows; answers Alexi's more-nudges challenge Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15ERRATUM RESULT 21: original best 3.7117 was @104.8k not @185k — 90k-step ↵Yuren Hao
wall-1 plateau before the wall-2 blow; figure + deck rebuilt Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15RESULT 26: C512 ZERO-GAP SEALED — stage1b_cent 1.2334 vs BP 1.2311 ↵Yuren Hao
(+0.0023, inside seed band); the 0.050 gap was recipe/noise Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15External notes: sliding-mode clamping (Stage-0 injection rule), ↵Yuren Hao
saturated-unit EP-BPTT divergence (smooth-gate methods rule), momentum-bias unification with RESULT 22 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15RESULT 25: bias decomposition probe — 100% between-block transmission ↵Yuren Hao
(TRANS=EP 0.9987, ANCHOR=1.0000, K1=BP exactly, K3=K8 saturated) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-15RESULT 23 verdict: gap tracks FIT DEPTH not width — all registered ↵Yuren Hao
hypotheses falsified (C128 zero-gap at cos 0.805); fw72m_cent live at 1.95 it/s Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-14RESULT 24: fw72m_cent pre-registration (centered crown rerun, bcap-v3 0.9, ↵Yuren Hao
gradtest 0.9999877 gate passed, chained behind ladder) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-14RESULT 22 arms7 verdict (centered@3e-3 wins tail-SNR, momentum refuted) + ↵Yuren Hao
RESULT 23 gap-scaling pre-registration; ladder launched GPU1+GPU3 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
generated by cgit v1.2.3 (git 2.25.1) at 2026-08-18 23:41:31 +0000