原始完整判断

WeHub 本周真正变强在 TabU 从旧 TabU-v2/TabUR 兼容线推进到 TabU-TAR source → `tabu.tar` implementation → Small-first validation 的新主线，同时 WeHub agent instructions 被压缩成更清晰的共享契约；但 TAR 仍只有 `local_unissued` / dirty-source 实现检查，10 Paper full-paper gate、P35 external release、正式 receipt、外部迁移和 stable second-use better outcome 仍未过关。

Evidence Boundary

  • Current fact：本期 canonical source 写入 /Users/cms/wehub-agent-mind/feedback-observations/2026-09-06-wehub-weekly-system-reflection.md，并由 Team Dashboard system-reflection projection 渲染。
  • Current fact：本期读取了 WeHub FOUNDER_SEED.md、README.md、hello_agent.md，system-reflection process.md，上一期 2026-08-30 report，Team OS state files，nano daily boards，Agent Mind cognition ledger，TabU / TabU-TAR / tabu-lab source，10 Paper / P11 / P35 source，以及本周 instruction audit artifact。
  • Current fact：本期所有判断继续区分 Current fact、inference、risk 与 proposal。页面和 Discord 是 projection / grow place，不自动改变系统承诺。
  • Current fact：AID daily evidence for 2026-09-05 只覆盖 bot-visible active-thread daily partition；本期读到 human_attended_conversations=0、usable_messages=0，不能推出 Gong 本周没有 owner attention。
  • Current fact：/Users/cms/wehub-system-msp 不是 Git repo；TabU 外层和 10 Paper repo 都是 dirty / mixed state；tabu-lab 虽是 scoped Git root，但当前也有大量 tracked/untracked 变化。不能把当前 source 状态报告成 clean release。
  • Inference：本周中心对象已经从“TabU-v2 是否默认可用”转成“TabU-TAR 是否能成为新的可复核模型主线”。TabU-v2 default integration 是中间台阶，不是当前最终模型 identity。
  • Risk：如果继续把文档迁移、实现检查、W&B mirror、dirty-source diagnostics 混写成 capability evidence，WeHub 会重新制造“看起来很强但 claim gate 不清”的债务。

本周 Verified Deltas

1. WeHub Root / Founder Contract

  • Current fact：FOUNDER_SEED.md、root README.md 和 hello_agent.md 仍把 WeHub 定义为 founder seed / product nervous system / execution substrate，而不是单项目任务板。
  • Current fact：root governance check 当前失败：缺 ripple/README.md，并发现 root ephemeral artifacts .DS_Store、.playwright-mcp、usl01-project-home-desktop.png。
  • Conclusion：Founder contract 没有被改写；系统完整性检查暴露了维护债务。它不阻塞本期周报，但说明 root hygiene 不是“已清零”。

2. Team OS / Hosts / Provider Surface

  • Current fact：2026-09-06 的 provider monitor 记录 9/9 hosts reachable、43 robots、368 provider entries、primary usable 42、primary warn/unknown 1、primary down 0。
  • Current fact：agent access surface 记录 43 profiles reachable/configured，attention_total 0，Hermes 19、OpenClaw 24。
  • Current fact：runtime watchdog 2026-09-06 19:47+08:00 记录 dgx1、dgx2、dustinstudio、ghy、wehub local 均 ok；local OpenClaw/Hermes gateway running；dgx2 Discord proxy 与 slash auth probes up。
  • Risk：provider monitor 仍有 13 action items、3 policy action items；agent-operability-state-v0.json 明显 stale，不能作为实时 operability 证据。
  • Conclusion：Team OS 本周恢复/维持了可派工表面，尤其 dgx2 不再是上一期那种必须 resample 的黑洞；但 provider policy debt 还在。

3. Discord / AID / Human Attention

  • Current fact：AID daily active-thread run 20260906-000542 针对 2026-09-05 完成，candidate_threads=16，fetched_threads=16，但 human_attended_conversations=0、messages_total=0。
  • Current fact：daily Discord history evidence 同日也记录 usable_messages=0，并明确 coverage 是 partial。
  • Current fact：nano daily boards 2026-09-01 到 2026-09-06 连续存在；2026-09-06 状态是 doing，P0 包含 TabU structural design 生长式融入、Percy Liang reminder、TabUBase/TabUR capability boundary map。
  • Conclusion：AID 没提供新的 owner-message evidence；但 nano boards 和项目 source 显示 owner attention 的实际吸收点仍集中在 TabU 数学主线和 capability boundary。

4. Nano-Work / Daily Mainline

  • Current fact：2026-09-01 到 2026-09-05 daily boards 多为 pass，2026-09-06 为 doing。
  • Current fact：跨日主题从 TabU-lab multi-host/multi-env gates、query residual ablation，迁移到 clean-start DNA seed、TabUBase/TabUR boundary map，再到 structural design / TAR 生长式融入。
  • Current fact：owner correction “不是只给当前答案打补丁，要让修改自然融入一个还在生长的框架”被后续 TabU source 和 instruction audit 吸收。
  • Conclusion：这是一条真实 selection → inheritance 链；但还不是 stable second-use better outcome，因为尚未看到独立任务在相同 contract 下低成本复用并产出更好结果。

5. WeHub Agent Mind / Cognition Ledger

  • Current fact：2026-08-31 cognition doc refresh ledger 完成第一波九个核心文档审阅状态记录：hello_agent.md 已做 obvious boundary fixes 并 verified；README.md 仍 reviewing / Gong decision pending；其余文档 queued。
  • Conclusion：Agent Mind 有稳定化动作，但本周没有把 cognition ledger 完整闭环为新的 canonical mind update。它仍是 review ledger，不是 cognition fact 本身。

6. Instruction / Skill API Flywheel

  • Current fact：WEHUB_AGENT_INSTRUCTIONS_AUDIT_20260905.md 记录了一轮真实 instruction compression：workspace AGENTS.md、WeHub skills、dispatch/Discord/public-web workflows、OpenClaw root/static-site skills 被压缩和边界化。
  • Current fact：audit 明确没有改 live host/gateway/Discord/public/model config；原件已归档并 hash；六个 changed Codex skills quick_validate 通过。
  • Inference：这是 WeHub 的二阶能力进步：减少 agent 误路由、旧 host map 和重复流程造成的摩擦。
  • Risk：instruction quality 只有在下一次真实 dispatch/deploy/research task 中降低返工才算 second-use evidence。validation pass 本身不是产品能力。

7. Causal Superintelligence / TabU

  • Current fact：TabU 当前 source 把默认数学探索主线定义为 fourth-generation TabU-TAR，入口在 /Users/cms/.openclaw/workspace/projects/causal-superintelligence/TabU/latex/model-factory/TabU-TAR/。
  • Current fact：TabU-TAR README 把 common core 放在 MATHEMATICAL_DESIGN.tex，实现/论文骨架放在 model-design.tex，并记录 Standard config 约 54,071,520 params；Small validation 约 721,464 params。
  • Current fact：tabu-lab README / tutorial 记录第一份 reference implementation identity 是 tabu.tar，支持 typed episode、single-axis fixed inducing、additive response、FP64 LL/NW、masked-cell training、independent test row inference 和 strict checkpoint。
  • Current fact：tabu-genesis-seed 仍是 draft_for_owner_review，known_empirical_evidence 为 none；其 older structural contract/history 不能替代 TAR 当前 source。
  • Current fact：tabu-lab scoped history 本周有 TAR integration / validation / registry / docs commits，也有 TabU-v2 default integration commits；但当前 worktree 仍 dirty，大量 local/untracked artifacts 存在。
  • Conclusion：本周最强变化是 TabU 主线从“实验室诊断”推进到“模型 identity + source + implementation + Small-first validation protocol”。这值得防守为主战役。
  • Boundary：这还不是 pretraining evidence、baseline-matching ICL evidence、broad generalization evidence 或 accepted claim。

8. 10 Paper / P11 / P35

  • Current fact：10 Paper repo 本期 scripts/check_portfolio.py 失败：USL-01 generated entry lost hello freshness marker、ledger current_contract escapes project root、generated page differs from canonical dry render。
  • Current fact：10 Paper repo 当前 dirty / mixed，且本周 scoped git log --since=2026-08-30 未显示新 commits。
  • Current fact：P11 目录在 2026-09-06 转换为 Tabular Foundation Models knowledge project。它服务 field understanding / sources / questions，不自动变成 TabU dev tasks。
  • Current fact：P35 hello_agent 仍保持 release-candidate / no external release 的边界；历史 arXiv precheck “可以投稿”不等于当前已提交/已发布。
  • Conclusion：10 Paper 本周没有跨过 full-paper gate。P11 的正确角色是知识 substrate，P35 是边界维护，不该抢走 TabU-TAR 主战役。

Five Required Tests

Test 1 · Mainline and WIP Defense

  • Result：partial pass。
  • Evidence：daily boards、TabU README、TabU-TAR README、tabu-lab README/tutorial 一致指向 TAR / tabu.tar / Small-first validation。
  • Boundary：10 Paper gate 和 P35 release 没有完成；Team OS 维护不该冒充主战役。
  • Conclusion：本周主战役应收窄为 TabU-TAR Small-first validation + one formal receipt lane。其他 WIP 只做边界维护。

Test 2 · Evolution

  • Result：partial pass。
  • Evidence：owner correction 从“不要补丁式修”进入 TabU structural/TAR source，也进入 WeHub instruction audit 的 contract compression。
  • Evidence：TabU-v2 default integration 是有验证痕迹的中间台阶，随后 source 明确分离旧 tabu.v2.tabur 与新 tabu.tar identity。
  • Boundary：还没有看到第二个独立工作在新 contract 下稳定少走弯路并产出更好 outcome。

Test 3 · Human Attention

  • Result：mixed pass。
  • Evidence：nano boards 记录了 owner attention 的持续吸收点；AID daily partition 本期没有读到可用 Gong messages。
  • Conclusion：human attention 不是零，但可机器读取的 daily message evidence 为空。下周应避免把 partial AID silence 误解成真实沉默。

Test 4 · Complexity

  • Result：mixed / risk rising。
  • Positive：TAR 把模型 identity、episode projection、objective composition 和 implementation checks 分开，降低了旧 TabU-v2/TabUR 混淆。
  • Positive：instruction audit 降低了 agent instructions 的重复和 stale map 风险。
  • Negative：root governance check 失败、10 Paper portfolio check 失败、TabU/10 Paper worktrees dirty，provider policy action items 仍存在。

Test 5 · Representative Work

  • Result：pass with boundary。
  • Representative work：TabU-TAR source / tabu.tar / Small validation protocol 是本周最能代表 WeHub 变强的工作。
  • Secondary work：WeHub instruction audit 是系统层代表作，但还需要 second-use 验证。
  • Not representative as success claim：P35 external release、10 Paper full-paper、formal TabU receipt、external migration。

主战役 / WIP 判断

  • Main battle：TabU-TAR Small-first fit / validation，先把 tabu.tar 的 source、implementation、Small protocol、receipt boundary 变成一个 clean, reviewable, reproducible path。
  • Keep defended：P11 as Tabular Foundation Models knowledge substrate；P35 as release-candidate boundary; Team OS provider/host health as support lane。
  • Do not promote：dirty-source diagnostics、W&B observation mirror、local_unissued fitting、PDF compile/hash、Discord readback，都不能被写成 foundation capability。
  • Postpone strategically：Medium/Standard TAR training、large-scale pretraining、public claim、external migration、10 Paper full-paper expansion。

Inheritance And Second Use

  • What improved：owner correction was not just patched into one paragraph; it shaped TabU source organization and WeHub instruction compression.
  • What remains missing：the system still needs a stable second-use case where a different agent picks up the new TAR/instruction contract and gets a better outcome with less clarification.
  • Suggested second-use test：give an agent a bounded TAR Small validation / receipt task and audit whether it preserves model identity, local_unissued boundary, clean artifact scope, and no capability inflation.

Discord/AID 与 Human Attention

  • Current fact：本期 Discord public writeback should be a concise summary and Gong question only after public deploy verification.
  • Current fact：AID partition silence should be recorded as evidence gap, not a user-attention conclusion.
  • Proposal：下周如果 AID remains empty while nano/project source contains owner action, add a separate “source of owner attention” line to prevent false-negative attention scoring.

复杂度与战略性推迟

  • Complexity to pay down now：root governance failure and 10 Paper check_portfolio.py failure are concrete, bounded maintenance tasks.
  • Complexity to defer：do not broaden TAR into RecSys/Causal/Standard-size training before Small validation and one formal receipt path are clean.
  • Complexity to preserve：TAR's separation between model architecture, episode projection, and objective composition is productive complexity; collapsing it would reintroduce old ambiguity.

Directions 1-3

  1. Freeze the TAR mainline for one receipt lane：make TabU-TAR source + tabu.tar + Small validation protocol the next bounded formalization target. Success is not a best run; success is clean identity, reproducible command, recorded receipt, and clear failure boundary.
  2. Repair projection/governance debt without making it the main battle：fix root governance and 10 Paper portfolio projection drift as maintenance. Do not use those repairs to reopen broad paper planning.
  3. Turn instruction audit into second-use evidence：use the new WeHub contract on a real dispatch/deploy/research task and measure whether it avoids stale host maps, unnecessary permission pauses, and claim-boundary inflation.

Stable Mind Delta Candidates

  1. TabU current mainline changed：the active source is TabU-TAR / tabu.tar / Small-first validation, while TabU-v2/TabUR remains older compatibility identity.
  2. Instruction compression is not capability until second use：skill validation proves syntax and boundary hygiene; capability evidence requires a later task to run better.
  3. AID silence is an evidence gap：empty daily Discord/AID partitions do not erase owner attention recorded in nano/project source.

最值得 Gong 判断的问题

是否把下周主战役明确收窄为 TabU-TAR Small-first validation + one formal receipt lane，并把 10 Paper、P35、root governance、provider policy debt 都降为边界维护，不再让它们抢占主线？

本期状态摘要

  • Source：created at /Users/cms/wehub-agent-mind/feedback-observations/2026-09-06-wehub-weekly-system-reflection.md。
  • Public projection：pending render / deploy / public verification at source-write time。
  • Discord writeback：pending public verification at source-write time。
  • Final boundary：本报告是 feedback observation / proposal only；任何 stable mind update 仍需 Gong 判断后回填 canonical source。