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23 changes: 19 additions & 4 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -506,7 +506,14 @@ This pack distills and adapts ideas from:
adapted from Miguok/fable-harness), and ~10 judgment rules were absorbed
into operational-rigor / delegation-and-review / skill-authoring. Reviewed
in full; its always-loaded/nudge/template layer was deliberately not
adopted — same reasoning as dropped-item 5.
adopted — same reasoning as dropped-item 5. A 2026-07-24 delta pass over
its post-`8dea062` commits adopted three further ideas: the explicit-model
+ labeled-dispatch rule and the ceiling-inversion ladder (`delegation-
and-review` §1/§4, the latter from their 「Fable 起手」mechanism), and the
forged-tool-output defense (`operational-rigor` §4, from their hard-rule
#15 and its two logged incidents); the same pass ported their upstream's
(Miguok) fail-open-telemetry fix idea into our `verify-before-stop` hook
(landed separately as PR #74).
- **echo-of-machines** —
[`echo-of-machines/fable-advisor`](https://github.com/echo-of-machines/fable-advisor);
the advice-mode consult (a stronger tier recommends, the current tier keeps
Expand All @@ -527,7 +534,8 @@ This pack distills and adapts ideas from:
- **2026-07 security-skill audit** — a 12-source sweep of community
"security" skills preceding the 2026-07-12 doctrine batch. Idea-level
adoptions only, no code: **eddygk/skill-vetting** (anti-override rule →
`delegation-and-review` §7), **UnitOneAI/SecuritySkills** (load-time
`delegation-and-review` §7; original GitHub repository URL unavailable
as of 2026-07-24 — attribution retained as eddygk/skill-vetting, GitHub), **UnitOneAI/SecuritySkills** (load-time
execution audit → `operational-rigor` §2),
**mukul975/Anthropic-Cybersecurity-Skills** (JWT `kid`/`jku`/`x5u` item,
zero-width/bidi sweep), **gitgoodordietrying** (SCA-in-CI),
Expand Down Expand Up @@ -563,7 +571,11 @@ This pack distills and adapts ideas from:
- **Matt Pocock's Grill-me pattern; Superpowers (obra); OpenSpec** — the
grill/decision-note layer of public spec-isolation and brainstorming
workflows, adapted as `operational-rigor`'s §1 grill pass and §5
decisions-note. Ideas only; no code taken.
decisions-note. Ideas only; no code taken. A 2026-07-24 delta pass over
Superpowers v6.2.0 adopted three more ideas (MIT, ideas only): the
compression-pressure-probe discipline and the verbatim-move map for
probe-tuned prose (`skill-authoring` §7), and the change-detector /
decision-vs-bug clause (`ground-truth-gates` rule 2).
- **Design-pack sources (2026-07-19 survey of 14 design repos)** — text
adapted under MIT with notices (see `THIRD-PARTY-NOTICES.md`):
**Emil Kowalski** ([`emilkowalski/skills`](https://github.com/emilkowalski/skills)),
Expand All @@ -588,7 +600,10 @@ This pack distills and adapts ideas from:
patterns, noted for future eval work). Every embedded agent-directed
marketing directive in mined sources was stripped per skill-authoring §6.
- **fable-agent-orchestration** @ `935e4a3` (git.wearein.space/elias, Apache-2.0)
- **agent-standard-oss** @ `3786c4c` (github.com/anmoln7, MIT)
- **agent-standard-oss** @ `3786c4c` (github.com/anmoln7, MIT); a
2026-07-24 delta pass over its post-anchor commits adopted the capability
triangle (`security-architect`) and co-sourced the quota/effort dispatch
rule (`delegation-and-review` §1).
- `security-architect` and `product-roadmap` were built from reference drafts
supplied directly by the pack's owner.

Expand Down
8 changes: 4 additions & 4 deletions README.zh-Hant.md
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Expand Up @@ -338,16 +338,16 @@ hooks(不得有 `hooks/hooks.json`、`plugin.json` 不得有 hooks 欄位)——
- **firaen22**(公開身分前以「朋友 A」記名)— 私人 Discord 筆記(checks/-harness 設計筆記,及一份實測 harness 匯出),由維護者取得並改作為 `ground-truth-gates`、`operational-rigor`、`delegation-and-review` 與 `skill-authoring`;來源原文不隨發佈散佈。後續透過 GitHub PR 貢獻 cost-asymmetric golden runner 與第一版結構化 commit-hook parser。
- **pro_ai.news** — Threads 貼文;五步驟目標教練 protocol,改作為 `personal-goal-planning`:
<https://www.threads.com/@pro_ai.news/post/DadQkGHjxq->
- **Curtis Chou** — [`curtischoutw/claude-institution`](https://github.com/curtischoutw/claude-institution) @ `8dea062`,MIT License,Copyright (c) 2026 Curtis Chou。`verify-before-stop` hook 改作自其 `verify_gate.py`(該檔又改作自 Miguok/fable-harness),另有約 10 條判斷規則吸收進 operational-rigor / delegation-and-review / skill-authoring。已通讀審查;其常載/每回合提醒/罐頭模板層刻意不採——理由同捨棄清單第 5 項。
- **Curtis Chou** — [`curtischoutw/claude-institution`](https://github.com/curtischoutw/claude-institution) @ `8dea062`,MIT License,Copyright (c) 2026 Curtis Chou。`verify-before-stop` hook 改作自其 `verify_gate.py`(該檔又改作自 Miguok/fable-harness),另有約 10 條判斷規則吸收進 operational-rigor / delegation-and-review / skill-authoring。已通讀審查;其常載/每回合提醒/罐頭模板層刻意不採——理由同捨棄清單第 5 項。2026-07-24 對其 `8dea062` 之後的 commits 做了一輪 delta 掃描,再採三個意念:顯式指定模型+派工標示規則與「頂級模型起手」倒轉階梯(`delegation-and-review` §1/§4,後者改作自其「Fable 起手」機制)、偽造工具輸出防禦(`operational-rigor` §4,源自其 hard-rule #15 與兩筆事故記錄);同輪並把其上游(Miguok)的 fail-open 遙測修法意念移植進我們的 `verify-before-stop` hook(另以 PR #74 落地)。
- **echo-of-machines** — [`echo-of-machines/fable-advisor`](https://github.com/echo-of-machines/fable-advisor);顧問模式諮詢(更強一階出建議、目前一階續執行),以 tier-relative 形式改作進 `delegation-and-review` §4;與 Anthropic 官方 [advisor tool](https://platform.claude.com/docs/en/agents-and-tools/tool-use/advisor-tool) 同一模式。只採意念,未取任何程式碼。
- **TheColliny** — [`TheColliny/FableClaudeMDForOpus`](https://github.com/TheColliny/FableClaudeMDForOpus);事件措辭路由,改作為 `skill-authoring` §5 的狀態措辭觸發規則。只採意念,未取任何程式碼。
- **hamanpaul** — [`hamanpaul/testpilot-core`](https://github.com/hamanpaul/testpilot-core);其 tier-2 環境復原設計——升級計數由 orchestrator 自己的 verify gate 驅動,而非 worker 的自報;且「介入」標記與「gate 通過」分開——改作進 `delegation-and-review` §4。MIT,只採意念,未取任何程式碼。
- **2026-07 安全 skill 稽查** — 對 12 個社群「安全」skill 的通盤審查,先於 2026-07-12 的 doctrine 批次。只採意念、未取任何程式碼:**eddygk/skill-vetting**(anti-override 規則 → `delegation-and-review` §7)、**UnitOneAI/SecuritySkills**(載入時執行稽核 → `operational-rigor` §2)、**mukul975/Anthropic-Cybersecurity-Skills**(JWT `kid`/`jku`/`x5u` 檢查項、零寬/雙向 Unicode 清查)、**gitgoodordietrying**(SCA 進 CI)、**jgarrison929**(magic-byte 上傳驗證)。同次稽查判定 12 個中 3 個為活體木馬——全部自稱安全工具;未從中採用任何內容,此發現本身成為 doctrine(`operational-rigor` §2:自稱安全工具受更嚴檢視,而非更寬)。
- **2026-07 安全 skill 稽查** — 對 12 個社群「安全」skill 的通盤審查,先於 2026-07-12 的 doctrine 批次。只採意念、未取任何程式碼:**eddygk/skill-vetting**(anti-override 規則 → `delegation-and-review` §7;其 GitHub repo 網址 2026-07-24 起不可用——致謝以 eddygk/skill-vetting(GitHub)保留)、**UnitOneAI/SecuritySkills**(載入時執行稽核 → `operational-rigor` §2)、**mukul975/Anthropic-Cybersecurity-Skills**(JWT `kid`/`jku`/`x5u` 檢查項、零寬/雙向 Unicode 清查)、**gitgoodordietrying**(SCA 進 CI)、**jgarrison929**(magic-byte 上傳驗證)。同次稽查判定 12 個中 3 個為活體木馬——全部自稱安全工具;未從中採用任何內容,此發現本身成為 doctrine(`operational-rigor` §2:自稱安全工具受更嚴檢視,而非更寬)。
- **Sahir619** — [`Sahir619/fable-method`](https://github.com/Sahir619/fable-method),MIT License;另一個平行的 Fable 退役蒸餾,附已發布的 trap-scenario eval 計畫(勝敗皆錄)。只採意念、未取任何檔案:`ground-truth-gates` 的行為層 trap-armed 條款(源自其已發布的負結果——安全結局可能只是從未遇上陷阱)、Evals 段的「附失敗測試才出貨」公約,其已公開 eval 計畫的 trap 機制——重新實作為本包私有套件的全新 fixtures,以及跨 `operational-rigor`、`delegation-and-review`、`skill-authoring` 三個 skill 的 authority-order、twin-sweep、ask-classification、prescribed-follow-up、completion-claim-audit 規則,加上 enforcement ladder、指針警示與 red-line 授權門檻(該批次的行為規則出貨前已在該批 fixtures 上 probe 驗證;其設計/規範性規則在本體標記 `unprobed`)。v1.4.0 增量與其後續批次——AUTH 逐字引述 artifact、owed-lines artifact gate、installed-skill 非授權向量、gate-placement 規則、`domain-evidence-discipline` skill(其 domain-adapter schema 濃縮為單一四名詞 pattern)與 declared-scope、orient-first、debris 三規則——全部在本體明標 `unprobed` 出貨(依 covenant),其已發布結果只述形狀(若轉述數字,必附對方自標的 smoke-grade 等級)。
- **Matt Pocock 的 Grill-me 模式;Superpowers(obra);OpenSpec** — 公開 spec-isolation/brainstorming 工作流的 grill/決策筆記層,改作為 `operational-rigor` 的 §1 grill pass 與 §5 decisions-note。只採意念、未取程式碼。
- **Matt Pocock 的 Grill-me 模式;Superpowers(obra);OpenSpec** — 公開 spec-isolation/brainstorming 工作流的 grill/決策筆記層,改作為 `operational-rigor` 的 §1 grill pass 與 §5 decisions-note。只採意念、未取程式碼。2026-07-24 對 Superpowers v6.2.0 做 delta 掃描,再採三個意念(MIT,只採意念):壓縮切割的壓力測試紀律與 probe-tuned 文字的逐字搬移表(`skill-authoring` §7)、change-detector/「bug 還是決策」條款(`ground-truth-gates` 規則 2)。
- **設計包來源(2026-07-19 對 14 個設計 repo 的調查)** — 以 MIT 改作文字並附 notices(見 `THIRD-PARTY-NOTICES.md`):**Emil Kowalski**([`emilkowalski/skills`](https://github.com/emilkowalski/skills))、**Leonxlnx**([`Leonxlnx/taste-skill`](https://github.com/leonxlnx/taste-skill))、**LottieFiles**([`LottieFiles/motion-design-skill`](https://github.com/LottieFiles/motion-design-skill))、**Refero Design**([`referodesign/refero_skill`](https://github.com/referodesign/refero_skill))。**nexu-io/open-design**(Apache-2.0):意念——accent 預算、規則升級為 linter 的架構——外加兩處具名的 Apache-2.0 改作(五狀態表;誤引修正項),notice 見 `THIRD-PARTY-NOTICES.md`。只採意念、未取文字:**garrytan/gstack**(MIT;量測配對、表面分類器、修復迴圈形狀、anti-convergence 測試、偏好投毒防禦——其自承未量測的數值啟發式刻意不採)、**benjitaylor/agentation**(PolyForm Shield,source-available——依政策也依必要僅採意念:pitfall 表格式、critic/fixer 迴圈)、**tt-a1i/archify**(MIT;規則配 validator)、**creativetimofficial/ui**(MIT;微字級白名單技法)、**VoltAgent/awesome-design-md**(MIT;僅作研究語料指路,未 vendor)。調查後刻意不採:greensock/gsap-skills(函式庫用法教條、內嵌推銷導向)、ui-ux-pro-max(廣度分類學)、facebook/astryx(agent-infra 模式,記為未來 eval 參考)。被挖掘來源中所有內嵌的 agent 導向行銷指令依 skill-authoring §6 一律剝除。
- **fable-agent-orchestration** @ `935e4a3`(git.wearein.space/elias,Apache-2.0)
- **agent-standard-oss** @ `3786c4c`(github.com/anmoln7,MIT)
- **agent-standard-oss** @ `3786c4c`(github.com/anmoln7,MIT);2026-07-24 對其 anchor 之後的 commits 做 delta 掃描,採納 capability triangle(`security-architect`)並共同溯源 quota/effort 派工規則(`delegation-and-review` §1)。
- `security-architect` 與 `product-roadmap` 依本包擁有者直接提供的參考稿建構。

所有被採用的來源皆已通讀檢查;未執行任何內嵌指令,2026-07 稽查判為惡意的來源亦未被採用任何內容。萃取只採意念。每個連結都附作者+平台,連結失效後 attribution 仍可考。
Expand Down
51 changes: 51 additions & 0 deletions skills/delegation-and-review/SKILL.md
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Expand Up @@ -91,6 +91,26 @@ treat every returned result as a claim until verified.
output → high-taste model; reviews and hard debugging → strongest available.
Tie-break intelligence > taste > cost. Model lineups are volatile facts: read
the environment at session time, not memory.
- **A dispatch names its model; consumption signals weigh in only where
observable** (`unprobed` — two-source synthesis; see Provenance). Where
the harness exposes a per-dispatch model choice, choose it explicitly and
name agent type + model in the dispatch's visible description (where one
exists) — first read the current harness's unset-field semantics: where
blank means inherit, bulk work silently runs on the orchestrator's own
often-most-expensive model, and an unlabeled dispatch is unauditable (in
one source's harness, a scan agent silently billed the ceiling model
exactly this way). For cost, prefer the lowest-cost configuration —
model × effort tier — DEMONSTRATED CAPABLE for the role; a known-
incapable route is false economy (it burns the tokens anyway, failing),
and dialing a capable model's effort down is one such configuration, not
a universally preferred move. Where a quota/pressure signal is
OBSERVABLE (a provider's quota error naming a reset time, a dashboard
the user relays), treat it as a routing input; never estimate or
fabricate an unobservable quota. No dial and no signal → this rule is a
no-op, never a guess.
✅ "scan repo (Explore + cheapest capable model)" in the visible description.
❌ model field left blank "to keep the call short" — the orchestrator's
flagship quietly does grunt work.
- **A pinned model string does not pin behavior** (`unprobed` — private
incidents as shape; see Provenance). A routing or safety decision is
about to rely on a previously measured behavioral property of a
Expand Down Expand Up @@ -570,6 +590,24 @@ reviewers that they silently absorb as implementers.
5. Pattern solved → downgrade batch application to cheaper model with example;
spot-check random ~20% (minimum 2) plus flagged items. One miss → verify all.

- **At the ceiling, the ladder inverts** (`unprobed` — adapted external
design; see Provenance). The advice-mode rung above assumes a tier exists
above the executor. When the ORCHESTRATOR is observably the ceiling
model, the stronger-tier rung is unavailable (a model cannot serve as
its own stronger arbiter) — item 3's same-tier fresh-context retry
remains valid and unchanged — and
the ladder runs downward only — DELEGATEABLE BULK goes to cheaper tiers
as the first move rather than being executed at the ceiling, blank model
inheritance is at its most expensive (every subagent silently runs the
ceiling model — the §1 dispatch rule), and where a consumption/usage
signal is observable it is reported at phase ends so the user can call a
downgrade (no signal → no-op). The inversion does NOT override §1's
do-it-yourself triggers — a delta smaller than the prompt, a decision
needing full local context, a twice-failed agent finished manually — and
with no viable delegate (a solo session, a task not safely separable)
the ceiling model executes rather than deadlocking or performing
dispatch theater: the inversion governs the default for delegateable
bulk, not an absolute.
- High-stakes open decisions: spawn 2–3 agents with different mandates and
adjudicate only disagreement.
- Blocked workers (sandbox, permission, write refusal) escalate, never bypass.
Expand Down Expand Up @@ -877,6 +915,19 @@ cross-checked against this pack's existing rules (this section's §3
completion-claim audit; operational-rigor §2 two-failure and §5 completion
honesty; ground-truth-gates rule 4), not probed on this pack's private
fixtures.
The §1 dispatch-naming rule and §4 ceiling-inversion rule (2026-07-24) come
from a delta pass over two founding-era sources' post-anchor commits (both
MIT, ideas only; see README acknowledgements): the dispatch rule is a
two-source convergence — agent-standard-oss §8's quota-watching +
reasoning-effort dial and curtischoutw/claude-institution's dispatch.md
explicit-model + user-visible-labeling rules, whose changelog records the
named incident (an Explore dispatch silently inheriting the commander's
expensive model) — bounded here to observable signals only; the
ceiling-inversion rule generalizes claude-institution's 「Fable 起手」
mechanism (ladder inverts when the commander IS the ceiling model),
model-agnostic with a bounded no-viable-delegate exception added at this
pack's gate review. Both ship `unprobed` per the covenant; their probes
join the private round-5 queue.
Stable behavioral rules; re-check
worktree/agent mechanics and any recorded hosted-endpoint behavioral
claims against the current environment.
24 changes: 23 additions & 1 deletion skills/ground-truth-gates/SKILL.md
Original file line number Diff line number Diff line change
Expand Up @@ -131,7 +131,22 @@ A generic green test is not proof. A gate is real only if:
broken arm fails, fixed arm passes — and prove a *negative* test can fail by
running it against a known-bad arm. Instrument the failure's **own** signal,
not a proxy: an unchanged field or intact-looking output can pass while the
failure still occurred. A suite that *grades* candidates is two-sided:
failure still occurred. **Arm polarity alone is insufficient — a change
detector can mimic it while guarding nothing** (`unprobed` — adapted
external design; see Provenance): a source-string presence check or a
private-structure snapshot fails on the old arm and passes on the new
one simply because the source changed — while firing on every future
redesign and sleeping through every future bug (it also fails this
rule's own-signal requirement above; the polarity just hides that).
Before writing the test body, answer: what production change should
make this test fail — and is that change a bug or a decision? If only
deliberate decisions can fail it, it is a change detector, not a gate —
asserting the source contains a line proves only that the source is the
source. Carve-out: pinning a representation is legitimate exactly where
that representation IS the declared contract (an error-message string
or output name with downstream consumers — operational-rigor §3's
output-text-is-an-interface); then a deliberate contract change
properly updates the test. A suite that *grades* candidates is two-sided:
before it scores anything, show it PASSES on at least two structurally
distinct valid solutions (a too-strict suite silently rejects valid
alternatives — false collapse) **and** FAILS on a known-broken state (false
Expand Down Expand Up @@ -367,5 +382,12 @@ covenant's second branch; the executable probe — seed an
invocation-shape mismatch against a two-sided-proven grader and observe
whether reuse-time re-validation catches it before scoring — has not
run; the in-body marker records that debt.
Rule 2's decision-vs-bug clause (2026-07-24) adapts obra/superpowers
v6.2.0's writing-good-tests rebuild (MIT, ideas only; see README
acknowledgements): the string-presence trap ("the source is the source")
and the change-detector trap — failure shapes the two-sided protocol alone
cannot screen, since a source-echo test genuinely fails the old arm and
passes the new one. Ships `unprobed` per the covenant; its probe joins the
private round-5 queue.
`template/` scripts are self-contained (Node + bash, zero deps) and were run
green on 2026-07-06 with Node v23; re-verify with `bash template/run-all.sh`.
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