ept.git/docs/outreach, branch master

RESULT 87: KHS论文精读 — 同性质获发明人背书, 但迭代计数对比口径不当已停用

2026-08-03T14:20:07+00:00

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 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn

技术摘要更新: 72M真数字3.400 vs 3.397(+0.4%), 135M改为进行中(同进度持平); 全表统一尾窗口径并注明

2026-08-02T18:01:43+00:00

Co-Authored-By: Claude Fable 5 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn

技术摘要(给Eder/慈善出资方): 五尺寸对照表+读出地板结果+算力分档+开放交付物清单

2026-08-01T17:41:01+00:00

Co-Authored-By: Claude Fable 5 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn

Intercept: Shanbhag draft A superseded — die modes answered NO on published record, ask inverted

2026-07-13T18:15:40+00:00

Co-Authored-By: Claude Fable 5 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn

Outreach signature resolved: name only, no title

2026-07-12T13:37:49+00:00

Co-Authored-By: Claude Fable 5 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn

Hardware outreach v2: gate lifted, clockless-MVP story, Dillavou wave-1, brief rewritten to cascade-era

2026-07-12T13:33:55+00:00

Co-Authored-By: Claude Fable 5 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn

Initial commit: ept — backprop-free equilibrium transformer (EP)

2026-07-03T10:56:50+00:00

Code (ep_run/), organized docs (docs/{method,campaign,hardware,outreach,paper}),
analysis scripts (scripts/), ONBOARDING.md entry point. Large data/checkpoints
git-ignored (share separately).

Co-Authored-By: Claude Opus 4.8 
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn