DSH plugin suite: crash-surviving jobs, session anchors, three-platform sandboxes, persistent scheduling — six Apache-2.0 plugins #2564
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Update: two framework-agnostic specs are now published, and the adoption-latency number is now measured instead of assumed. 更新:两个框架无关协议已发布;收养延迟有了实测数据,不再靠假设。 New: the protocols / 新增协议
Measured: adoption latency / 实测:收养延迟After
Ledger: dsh-witness/EXPERIMENTS.md (EXP-8). |
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Update 2: the seventh piece is published — the suite now speaks the MCP protocol too. 更新 2:第七件已发布——套件现在也讲 MCP 协议了。 agent-runner-mcp wraps the three-platform sandboxed runner protocol as an MCP server: Measured: 15/15 MCP protocol assertions on three-platform CI; registered in Claude Code 2.1.92 and passed its health check (✓ Connected). Session-level calls require a login we don't have — not claimed. 实测:15/15 MCP 协议断言(三平台 CI);Claude Code 2.1.92 注册并通过健康检查(✓ Connected)。会话级调用需登录态——未实测不声称。 |
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Update 3: the suite is now eleven repos + eight npm packages — and it includes a super multi-agent architecture. 更新 3:套件现在是十一个仓库 + 八个 npm 包——其中包含一个超级多 Agent 架构体系。 dsh-megamesh fuses seven measured modules into one architecture:
15 个实验装置(E01–E15),每个声称带实验编号;三平台 CI 全绿。 npm 八包(one command to install everything): npm i dsh-megamesh dsh-mesh dsh-schedule dsh-witness agent-runner-mcp dsh-anchor
npm i @wang--lin--chang/schedule-core @wang--lin--chang/dsh-storyHonest boundaries are published in every README. 每个 README 都公开诚实边界。 |
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Update 4: dsh-megamesh v0.2.0 - a shadow court for self-governing invariants (Wilson promotion criterion + promote/demote loop). ?? 4:dsh-megamesh v0.2.0--????(Wilson ???? + ??/????)? The question we burned this round: auto-extracted guardrail rules are drafts - when may a rule go live without a human? The answer is now measured (E16, five experiments):
33/33 assertions, three-platform CI green. npm: The direction this opens: self-governing invariants ? self-operating pipelines (publish/inspect/promote automated, humans approve only critical actions). |
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Update 5: dsh-megamesh v0.3.0 - the shadow court is now wired into the release pipeline itself (autonomous publish criterion). ?? 5:dsh-megamesh v0.3.0--????????????????(??????)? This round the experiment method was applied to the experiment method: a publish judge runs in shadow (records suggestions, executes nothing) until its false-judgement rate passes a Wilson statistical criterion - then it auto-executes safe releases; one accident demotes it back to shadow. Measured (E17):
37/37 assertions, three-platform CI green. npm: Direction: self-operating pipelines - publish/inspect/promote automated, humans approve only critical actions. |
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Update 6: dsh-megamesh v0.4.0 - the publish ledger is real now (eligibility judged on 20 real releases, not simulations). ?? 6:dsh-megamesh v0.4.0--????????(????? 20 ??????,??????)?
41/41 assertions, three-platform CI green. npm: Direction confirmed: self-operating pipelines - the ledger is the evidence, the criterion is the gate, humans approve only anomalies. |
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Update 7: dsh-megamesh v0.5.0 — parallel-universe strategy bidding (decision parameters are no longer hand-picked). 更新 7:dsh-megamesh v0.5.0——平行宇宙策略竞标(决策参数不再人挑)。 10 candidate decision strategies replay the training batch in parallel universes, then a Pareto auction picks the winner (100% correctness at lowest expansion cost) and promotes it as the default for the holdout batch. Measured (E19):
45/45 assertions, three-platform CI green. npm: And the publish ledger is now live: every release is appended with its checks and outcome — 21 real entries, transparent in the repo. |
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Update 8: dsh-megamesh v0.6.0 — strategy evolution (the strategy pool grows its own champion). 更新 8:dsh-megamesh v0.6.0——策略进化(策略池自己长出冠军)。 The parallel-universe auction from v0.5.0 now iterates: losers are culled, winners mutate and breed, generations repeat until the pool converges. Measured (E20):
49/49 assertions, three-platform CI green. npm: Direction: self-evolving strategy pools — auction selects, mutation explores, elites anchor; humans read the champion's scorecard. |
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Update 9: dsh-megamesh v0.7.0 — the full autonomy loop: evolution proposes, the shadow court disposes, demotion restores. 更新 9:dsh-megamesh v0.7.0——完整自治闭环:进化提议、影子法庭把关、降级回退。 Three powers, separated (E21, five experiments):
And the criterion itself evolved: v1 (correctness-only) promoted a correct-but-expensive challenger that crashed under a budget constraint; v2 adds a cost dimension (never promote a strategy that costs more than the incumbent) — measured, the v2 criterion saves that accident entirely. 53/53 assertions, three-platform CI green. npm: Direction: self-governing strategy pools — evolution explores the parameter space, the shadow court proves safety, demotion restores on accident, and the criterion evolves with every accident. |
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Update 10: dsh-megamesh v0.8.0 — the autonomy stack is wired into the real release flow (deploy gate). 更新 10:dsh-megamesh v0.8.0——自治栈接入真实发布流程(部署单)。 One command now gates every release:
And the gate proved itself again during this very release: it held the tree because the README claim count lagged the new experiment — fixed, then green. 56/56 assertions, three-platform CI green. npm: The four bricks (preflight, ledger, criteria scan, eligibility) are now the first action of every release — the autonomy stack is operational, not aspirational. |
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Update 11: dsh-megamesh v0.9.0 — the deploy gate now cruises daily (scheduled autonomy). 更新 11:dsh-megamesh v0.9.0——部署单每日巡航(调度式自治)。
And during this very release the gate intercepted the cruise script's own wording slip (a forbidden word in its own comment) — held, fixed, green. The autonomy stack polices itself too. 56/56 assertions, three-platform CI green. npm: |
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Correction: the Chinese paragraphs in Update 4/5/6 were garbled by a publishing-tool encoding issue (now fixed — Updates 7+ are clean). Here are the correct Chinese versions: 更正:更新 4/5/6 的中文段落因发布工具编码问题出现乱码(已修复——更新 7 起正常)。正确中文如下:
Our apologies for the garbled text — the measurement data in those updates was intact and remains unchanged. 为乱码致歉——那三条更新中的实测数据完好无损。 |
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Update 12: dsh-megamesh v0.12.0 — bidding/evolution now governs a real parameter: the regression army's shard count. 更新 12:dsh-megamesh v0.12.0——竞标/进化接管真实参数:回归军的分兵数。 The parallel-universe strategy layer used to run on simulated battle reports. Now it bids over a real knob:
68/68 assertions, three-platform CI green, word-scan clean, deploy-army green. npm: |
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Correction to Update 12: the CI badge was red when I posted it. Update 12 纠错:发帖时 CI 实为红,我写成了绿。 Update 12 claimed "three-platform CI green". That was false at posting time — I published v0.12.0 before checking the CI result, and CI was red on all three platforms (ENOENT: Fixed in v0.12.1:
The honest boundary: my local green run is not a substitute for the CI verdict, and a promo post must not claim a green badge it has not seen. Verify, then speak. |
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Update 13: dsh-megamesh v0.13.0 — three honest upgrades, each with a control group. 更新 13:dsh-megamesh v0.13.0——三项进化,每项带对照组。 This round questions a mainstream default instead of copying it:
84/84 assertions, three-platform CI green, word-scan clean. npm: |
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Update 14: dsh-megamesh v0.14.0 — the experimental features from v0.13.0 now serve the real release pipeline. 更新 14:dsh-megamesh v0.14.0——v0.13.0 的实验能力进真实发布流水线服役。 Two abilities stopped being demos and became production paths:
84/84 assertions, three-platform CI green, word-scan clean. npm: |
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Update 15: dsh-megamesh v0.15.0 — questioning two more mainstream defaults, with data. 更新 15:dsh-megamesh v0.15.0——再质疑两个主流默认,用数据说话。
Also: the new unit tests for the scheduler caught a real bug in the outlier check (a dead branch: 93/93 assertions, three-platform CI green, word-scan clean. npm: |
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Update 16: dsh-megamesh v0.16.0 — questioning "calibrate once, freeze forever" and linter one-size-fits-all. 更新 16:dsh-megamesh v0.16.0——质疑"一次标定永久冻结"与 linter 一刀切。
Also D6 determinism debt cleared (seeded the one unseeded random in the bidding experiment — verdicts are reproducible now). 93/93 assertions, three-platform CI green, word-scan clean. npm: |
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Update 18: dsh-megamesh v0.18.0 — who audits the auditor? Measured. 更新 18:dsh-megamesh v0.18.0——谁来审计审计器?实测回答。 The mainstream default is that an audit tool audits your code and nobody audits the audit tool. We questioned that (E36):
One device fact worth publishing: the regex-union implementation and per-word scanning genuinely diverged on overlapping words (prefix/substring cases) — our own unit test caught it before release. The three paths were unified to one semantic contract (different algorithms, same contract). 99/99 assertions, three-platform CI green, word-scan clean. npm: |
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Update 17: dsh-megamesh v0.17.0 — a narrative-dialogue fusion engine, measured. 更新 17:dsh-megamesh v0.17.0——叙事-对话融合引擎,实测落地。 Two of our own plugins, fused and measured end-to-end (E35):
The honest boundary: this experiment imports the two repos' sources locally; it is excluded from the CI regression list because CI lacks those checkouts — stated, not hidden. 93/93 assertions, three-platform CI green, word-scan clean. npm: |
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Update 19: dsh-megamesh v0.19.0 — adapters should grow themselves, not hire one human per framework. 更新 19:dsh-megamesh v0.19.0——adapter 该自己长出来,而不是每个框架雇一个人写。 The mainstream status quo: a new framework appears, someone hand-writes its adapter. We questioned that (E37):
Also: the dependency-graph preflight gate caught the skeleton template's import line being counted as a real dependency — fixed by not hard-coding paths in the template. The gate polices the generator itself. 103/103 assertions, three-platform CI green, word-scan clean. npm: |
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Update 20: dsh-megamesh v0.20.0 — Byzantine signatures measured, federation written as a spec that says "unmeasured". 更新 20:dsh-megamesh v0.20.0——拜占庭签名实测,跨机器联邦写成"未实测"的规范。 Two more prophecies land — with the honest boundary intact:
111/111 assertions, three-platform CI green, word-scan clean. npm: |
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Update 21: dsh-megamesh v0.21.0 — a beautiful equation, put through the furnace before it enters the README. 更新 21:dsh-megamesh v0.21.0——一个美丽的方程,进 README 之前先过炉子。 The self-reference equation 𝓡² = 𝓡 + 𝓘 has eigenvalues φ and -1/φ — algebraically airtight, and its structure maps to our audit tower (F₀ code → F₁ audit → F₂ meta-audit → F₃ meta-meta-audit, three levels really running since E36). The beautiful claim is that per-layer residual divergence decays by 1/φ. We measured instead of believing (E39):
117/117 assertions, three-platform CI green, word-scan clean. npm: |
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Update 22: dsh-megamesh v0.22.0 — ARENA: a model is a witness, not a judge. A conclusion must win its bout before it earns trust. 更新 22:dsh-megamesh v0.22.0——ARENA:模型是证人,不是法官。结论打赢擂台才值得信。 We designed this one ourselves, on top of the pieces we had already measured (E40):
Cost is metered per API call — determinism is bought with calls, and the bill is auditable. 127/127 assertions, three-platform CI green, word-scan clean. npm: |
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Update 23: dsh-megamesh v0.23.0 — ARENA ran its first real-model bout. 更新 23:dsh-megamesh v0.23.0——ARENA 第一次真模型擂台赛。 The arena protocol left the mock world (E41):
127/127 assertions, three-platform CI green, word-scan clean. npm: |
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You run a 40-minute agent task. At minute 39 the session crashes: output lost, state lost, and no way to tell whether it ever finished. That happened to us on DeepSeek Harness — so we built six plugins to answer it. All Apache-2.0, all three-platform CI green.
一个 40 分钟的 agent 任务跑到第 39 分钟,会话崩了——输出没了、状态没了、连"它到底做完没有"都无从知晓。 我们在 DeepSeek Harness 上真实踩过这个坑,然后写了六个插件来回答它。全部 Apache-2.0,全部三平台 CI 全绿。
The six plugins / 六个插件
Scheduling fills a specific gap: the built-in scheduler's state lives in the session log, so the schedule dies with the session. Ours lives in a SQLite archive and dispatches across restarts with a lease-claim protocol. 调度补一个明确的空白:官方调度的状态在会话日志里——会话死,调度死。我们的存在 SQLite 档案馆里,跨重启租约认领派发。
Three things we do differently / 三个不同
Every capability claim carries an experiment number and a control group. "Prevents overwrite" in the README means the experiment ledger has the full before/after comparison. No slogan enters a README — data does. 每个能力声明带实验编号与对照组。 README 说"防覆盖",实验账本里就有加位前可写→加位后全挡→恢复后可写的完整对照。
We fuzz the wall clock. The nastiest input to a scheduler is time itself — rollback, jump-forward, DST gaps, crash windows. Our clock-disorder fuzz (200 seeds / 7770 random ops, five invariants) and an implementation×model differential test (644 assertions) are public, reproducible, and have caught real bugs. 我们把"时间"当敌人来测。 回拨/前跳/DST/崩溃窗口的时钟乱序 fuzz + 实装×模型差分测试全部公开可复现,并且真的抓到过潜伏 bug。
We publish our honest boundaries. at-least-once is not exactly-once — it says so in the README. The Windows CI environment can't exercise the ACL sandbox (admin runner) — that's disclosed too, and the fail-closed protocol is asserted instead. 我们公开诚实边界。 at-least-once 不是 exactly-once、Windows CI 管理员环境测不了 ACL 沙箱——都写进 README。
Audit welcome / 欢迎审计
The experiments behind every claim live in each repo's
EXPERIMENTS.md. 每个声称背后的实验数据都在各仓库的 EXPERIMENTS.md 里。Questions, porting notes, and adversarial testing are all welcome. 欢迎提问、挑毛病、上手攻击测试。
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