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2026-08-03RESULT 87: KHS论文精读 — 同性质获发明人背书, ↵Yuren Hao
但迭代计数对比口径不当已停用 关键: 他们自由相亦为一次前向; BP等价性由他们主动写出(cos≈1是正确性依据非弱点); 他们未测余弦 (此轴我方更严格)。不利: 其扫描结论K≥4且"最优K≈层数", 我方K=3在线下一格(K电池落点极佳)。 口径修正: 其迭代为异步局部更新(一次约走一层), 我方一次走完整链 ⟹ "3次vs20次"是不同物相比且 偏向我方, 停用; 改用实测墙钟2.7× vs其6.7-12×。项目页proof卡与技术摘要已同步。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-03RESULT 86: K=1梯度余弦亦0.9999 — 记录对我方不利的证据Yuren Hao
三点连平线(K=1/3/8)=梯度保真对K不敏感; 代码层归因(forces的vjp链即逐层反传, 级联自由相 按构造为精确不动点); 诚实定位(cos≈1是EP定理不是丑闻, 区分点在更新局部性与基底操作); 真正脆弱点=J^T非K(Stern/Liu不可能性, 答案在硬件线); 成本含义K=1→1.67×BP待CE裁决; 对外口径即刻调整(不得再拿"3次弛豫"当卖点, 主动公布K=1余弦)。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-03RESULT 85: EP成本定案 — 受控实测wall-clock ↵Yuren Hao
2.70×(纯训练步2.77×), 解析FLOPs 9F/3F=3.0×互证 口径清理: 项目页/call sheet的"2.0×"与给Suhas的"1.0-1.4×"均作废(后者疑将holofast+sdpa对EP 自身的~1.5×加速误作对BP比值); 七月brief的3.2× FLOPs一直正确。KHS对比(6.7-12×)不受影响, EP家族内仍有2.5-4.4×成本优势。方法: SIGSTOP静音同卡, 同模型同batch各400步, 两窗口复核。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-02审计补充: Rasmuskh=Rasmus Kjær ↵Yuren Hao
Høier=KHS论文二作(本人核对commit署名+README) 策略推论: 一封给Ben的信覆盖三目标(他自己Rain仓库/合著ImageNet PCN的β扫描到2e-4/合作者Høier的 dualprop), 走暖渠道免三封冷邮件; 时机=135M修复版完赛后。KHS论文已发表但代码未发布(08-02复核)。 预写信中技术段(不依赖135M结果, 区分输出层可替换与隐藏层需高精度逐元素)。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-02RESULT 84续: 135M第二进度点确认(rlin 3.3958 vs BP 3.3999, ↵Yuren Hao
旧读出+0.2305) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-02审计: EP/coupled-learning公开实现的对比读出地板普查(33仓库)Yuren Hao
失效律 rel_err ≈ 0.3-3×eps32/r 已定量(r=1e-5→1-3%, 1e-6→30%, 1e-7→噪声)。 结论: 模式近乎普遍(13/20命中含Scellier原版/Laborieux/Ernoult/Rain)但领域"侥幸安全" (物理侧fp64, ML侧β≥0.1); 无一仓库对r设断言或用fp64累加对比量; JAX/GPU迁移正在侵蚀余量。 Tier1唯一危险者=Rasmuskh/dualprop_icml_2024(VGG16×β=0.01×fp32,输出层可1行修复), 已本人clone亲验并修正子代理表述(隐藏层经act非逐字替换)。 修正我方假设: 全息EP非结构免疫(消截断偏差不消舍入)。 诚实负面: 深度驱动r塌陷仅卷积成立, MLP下r反增, 不得当普遍律。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-02工具: contrast_floor_check.py — 对比读出地板的独立自检探针Yuren Hao
零依赖(仅torch), 三种用法: 演示/单对张量/全模型扫描。报告位移比、逐元素低于eps占比、 恢复误差与投影。文档区分两级阈值(先正交噪声后方向性缺损, 投影是要看的数)。 自查纠错: "逐元素分布越宽越危险"被自测推翻(同RMS比值下宽尾反而更安全, 投影0.999), 改为诚实标注合成张量给的是损伤下界(真实实现每步多次重形成+沿已舍入的链传递会复合; 决定性的是update-carrying质量而非元素占比)。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-02技术摘要更新: 72M真数字3.400 vs 3.397(+0.4%), ↵Yuren Hao
135M改为进行中(同进度持平); 全表统一尾窗口径并注明 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-02RESULT 84: 135M中途裁决 — 修复版3.4576 vs BP ↵Yuren Hao
3.4693(EP领先1.2%ppl), 旧读出+21.8%; +0.29宽度墙消失; BP seed2从头臂已发射定散布尺度 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-01RESULT 83补记: 135M吞吐0.70→2.05 it/s(GPU3被他项目占满;timan108 ↵Yuren Hao
CUDA-dead未先读文档=流程失误); world=2 B=12保持eff batch 24, ETA 60h Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-01RESULT 83: 72M真gap=+0.0036(0.4%ppl,≈seed散布0.0029) — ↵Yuren Hao
修复回收0.119CE, '72M EP落后BP'作废; 口径纪律=尾窗均值非best; 135M修复版起飞但速率异常0.70it/s待查 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-01技术摘要(给Eder/慈善出资方): ↵Yuren Hao
五尺寸对照表+读出地板结果+算力分档+开放交付物清单 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-01RESULT 82: 五宽度阈值律闭合 — ↵Yuren Hao
最小位移比1.4e-5→4.2e-8单调下沉, 越界块0→6, 最深泄漏-0.05→-0.70, CE gap 0→+0.29三度量同向; C320=起病点解释无操作测试的单调残差; C192均匀偏移判为O(β)非地板 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-08-01RESULT 81: 无操作证伪测试三尺寸全通过(Δ≤0.009<<seed散布), ↵Yuren Hao
地板论无裂缝; 72M修复版中场3.5297落入BP带内(旧版同点落后0.099); 五宽度谱仪+135M修复版排队 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-31RESULT 80: 2×阶梯五点曲线完赛 — C128/C192/C320 ↵Yuren Hao
EP与BP统计不可分(−0.004/+0.012/+0.001), gap只在C512起飞C768爆炸=fp32地板伪影签名; 72M修复版重训已发射 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-31Dillavou通话材料v3: 机制段按RESULT ↵Yuren Hao
77-79改判(读出地板+零成本修复+小尺寸EP胜BP), Q2改为板上对比读出/physical epsilon, cheat sheet加破案更新节 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-30RESULT 79: ↵Yuren Hao
CE终审+100%关闭(尾窗3.5206=allbp杆,四位小数命中预注册); C768宽度墙章节闭卷; fw72m_rlin真gap重测已排队 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-30RESULT 78: ↵Yuren Hao
read_lin梯度级验证==fp64(fp32下泄漏塌零,读出舍入=全部病因); 附属谱仪:前沿随训练下压+seed轴证'比值决定非层号'+阈值带2-5e-7; 修复入训练路径; CE级仪器终审在飞(预注册~+100%关闭) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-30RESULT 77: 地板理论三箭全中(fp64塌零/β平移/β×8痊愈) — ↵Yuren Hao
物理泄漏改判fp32伪影; --read_lin零成本修复实装(读出用满精度d替代舍入的z−o), C768验证在飞; geo电池撤除; dgain重新定性为数值workaround Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-30RESULT 76: 谱仪读出 — ↵Yuren Hao
逐块泄漏剖面(C768上6块-0.70..-0.23,C512块8-11也病)+偶性实锤(-β同号)+disp_ratio阈值跨宽度塌缩(~2e-7≈2×fp32 eps)+fp32地板假说(一举解释全部约束); 预注册双证伪已发射(β-scan平移+fp64决定臂); --probe_f64实装 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-30RESULT 75: ↵Yuren Hao
dg128完赛口径分裂(best回带+0.049/尾窗未回带+0.133,关闭84%/63% vs 仪器97%); 续跑欠账vs剂量漂移两候选,谱仪轨迹轴裁决; ×128位移全程零发散; class-2归档 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-30dgain几何profile + M1泄漏谱仪(用户设计,07-30)Yuren Hao
--dgain_geo r: 每层读出位移增益=r^l(首层恒1,不含总深度L,加深自动延伸); --dgain_geo_cap封顶。 用户提案"首层不变逐层x2"的实装,三臂电池(2^l | 2^l cap128 | 1.414^l)已排队于仪器ckpt。 --probe_dgspec N: 逐块顽固度谱仪。L_l(g)=mean_b[gEP_l(g)-gBP_l]同批配对差分(batch采样噪声 精确对消,残余=一致性偏差+估计器噪声/sqrtN); 主指标=在BP方向的带符号投影(范数在1e7维被噪声 膨胀,冒烟实测g8读700%,投影无此病且恰为致害分量); 附(-beta,g=1)臂分离奇偶(beta奇函数FD偏差 翻号,位移阈值泄漏为|位移|偶函数不翻); 同时记录每块自由相位移比RMS(d_l)/RMS(z_l)=无量纲律 候选横轴。fp32仪器级(bf16地板致盲,b15教训)。GOV['dgprofile']钩子仅探针置位,训练路径不触。 排队: dgspec C768(泄漏态s250000)+C512对照(应读~0) on GPU1, ladder后补扫C320/C192/C128 =5宽度x12块60点做g*_l x 位移比塌缩检验。 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29RESULT 74: Phase M发射计划(用户批准) — ↵Yuren Hao
2×减半阶梯(C128/C192/C320新点+现有两点=五点跨12×);量纲审计元规律(碎的全是有量纲常数,活的全是结构/协议);逐级盲外推协议(×128=必测预测题),交付物=外推地平线曲线 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29RESULT 73: 治理条令(用户裁决) — 正向scaling ↵Yuren Hao
claim暂停;三类严格分类(冻结配方曲线/事后oracle包络/迁移曲线);dg128=另一更新场+exploratory降格;机制识别协议(线性化电池+无量纲律+C1152盲测)预注册冻结 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29小阶梯排队(用户设计:向下scale反推向上): C256/C384 ↵Yuren Hao
FW新档+C512泄漏仪器(现成ckpt) — 四点画gap(宽度)+dose*(宽度)双定律,判别×1→×128是幂律还是宽度阈值; 顺带量化72M gap里可关闭份额; 链在dg128后自动接力 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29RESULT 72: 剂量曲线通顶 — ↵Yuren Hao
dg128关闭97%(距all-BP杆0.0015),物理泄漏完全可赎回; 对数律全程成立34→97%; dgrand败于固定档; 满剂量验证fw135m_dg128三卡发射(~22h,判据=终点回72M gap带); 遗留问题=剂量-宽度标度(270M答) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29RESULT 71: ↵Yuren Hao
剂量曲线对数律(34/50/63%@×4/8/16),位移等效律三连验证(3.5439=3.5439),cos指标正式退休; 治疗验证fw135m_dg8发射(bsign+dg8top,190k段,预测终点~3.25-3.29); dg32曲线尾探针同飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29RESULT 70: 首批真杠杆 — ↵Yuren Hao
dg4top+34%(cos0.83下CE胜出),β收益=100%位移0%力(dg2all≡b6d逐位),ffn~一半+交互项; 机制画像=顶半attn+ffn的位移阈值现象,纯估计器侧治法存在; 剂量曲线dg8/dg16+叠加臂在飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-29RESULT 69: ↵Yuren Hao
饱和盲区被自己的治疗测试证伪(cap30/50关闭0.0000,证书cap=1爆模型); cap价格≈0(用户担忧定价); 存活约束=顶半+attn+1/β+11项免疫; dgain位移臂在飞(cos0.83的代价由CE裁决)+mixffn补分解 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-28RESULT 68: 泄漏定位收官 — ↵Yuren Hao
100%住顶半block梯度,attn占2/3,与R44同图(一个结构两个尺度,宽度×6); 0.999-cos悖论有了地址=顶部尖注意力EP读数~1e-5/步系统赤字; 电池4(β剂量)在飞判位移通道 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-28RESULT 67: 仪器重标定(0.0685=33%harness confound+67%物理0.0462); ↵Yuren Hao
电池2全灭(headmix 0%=节流是症状,R66因果链撤回); 同壳对照纪律入册; 电池3定位(必分信号)在飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-28RESULT 66: head被节流到60%(位移微探针:全族1.00-1.02唯W_out 0.60) ↵Yuren Hao
— 用户等价LR假说命中并定位到单矩阵; Adam岛m/√v节流,对centered/fp32/K8全不敏感=EP头读共享结构; --head_lr_mult实装; 电池2(headmix诊断+hlr1.67/2.5补偿)在飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-28RESULT 65: ↵Yuren Hao
泄漏仪器首读+0.0685/6k(同态同LR,BP冷动量仍胜=保守低估;轨迹积累慢20×=前载+自愈); 筛选电池1三臂在飞(centered/K8/fp32) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-28RESULT 64: 非plateau而是恒速泄漏(宽度×4-5,退火追不上); ↵Yuren Hao
全嫌疑至分辨率洗清(bias≤sem,msign无放大,σ两边同一/BP更响); 72M账本n=3合卷(BP 3.2882±0.006,bsign gap+0.076); 磁盘满事故+458GB修剪(清单落档); amp降级次要(~12%); 泄漏率配对探针在飞 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-27RESULT 63: 机制闭合 — amp证书宽度碎裂(cos@1e-3: C512 ↵Yuren Hao
0.968→C768 0.908),bf16噪声地板随宽度上升(BBP无下界=仅fp32); C768走廊中途反转(amp地板要β≳3e-3,天花板沉到1e-3)→中段后无合法β; 三臂死法全落位含b15未知限制因子; 1.5×amp杠杆宽度失效→COST_MODEL需重报价; 修复=fp32 relax或bf16+fp32抛光扫 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-27RESULT 62: C768锚点BP=3.0902,EP ↵Yuren Hao
gap第一级阶梯爆炸6×(0.047→0.294); BP健康赚满-0.198=配方/数据/形状无罪,宽度问题100%EP特有; caveat=干净C768 EP run尚不存在; 定位探针上GPU0 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-25RESULT 61b: ↵Yuren Hao
哨戒21连报警=地板噪声假阳性(resK=1.4e-6完美收敛,rho伪读数),R61'合规血统天花板沉到1.5e-3'撤回; b15真实限制因子=未知,押后BP锚点; 探针判决规则修复(rho>1仅在resK离地板时计数) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
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
2026-07-22遥测扩展(用户规格): wandb新键 gn/clip_norm/clip_fired + ↵Yuren Hao
watch_every(2k)act_rms/w_rms + gate处mag_ep/mag_bp — 打印行格式冻结(sync正则兼容),BP孪生镜像; 冒烟认证LOGCERT_PASS(8键API读回,gn=clip=mag_ep互证) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
2026-07-22resume NameError修复: ↵Yuren Hao
bsimp恢复写在GOV定义之前(仅新ckpt含bsimp键时触发,135M DDP3迁移三rank齐炸=开火证书log:656-666); 缓冲变量两行修复,GOV定义后应用 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
generated by cgit v1.2.3 (git 2.25.1) at 2026-08-18 18:21:47 +0000