Tcuzzo

@tcuzzo source repo

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12 hours ago last updated

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Session Handoff 4 · tcuzzo
À utiliser quand une session se termine, que la fenêtre de contexte va se compacter, ou que le travail doit continuer dans un autre agent ou harnais. Compacte la session en un fichier plat qu'un agent tout neuf peut lire à froid et reprendre — état, travail à moitié fait, commande suivante exacte, décisions ouvertes — secrets expurgés et travail concurrent vérifié préservé. Trigger words: handoff, hand off, compact, save state, continue in another session, portable handoff, before restart, passation, passer la main, compacter, sauver l'état, continuer dans une autre session, passation portable, avant redémarrage.

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Intent Compiler 5 · tcuzzo
तब इस्तेमाल करें जब इंसान की माँग ticket की जगह सहज बोलचाल में आए — रूपक, slang, शायरी, दबा-संक्षिप्त इशारा, गर्मी, या "समझ ही गए होगे"; भाषा को एक कहे हुए technical directive में बदलता है, पढ़त एक line में बताता है, फिर execute करता है। Trigger words: prose is the spec, read the prose, translate the ask, ambiguous prompt, unclear ask, what did they mean, deduce intent, metaphor, slang, vernacular, vibe, phrasing, मतलब क्या था, इशारा पढ़ो, बोलचाल, रूपक, अंदाज़.

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Invariant Floor 5 · tcuzzo
तब इस्तेमाल करें जब कोई agent harness खड़ा करना हो, autonomous काम review करना हो, या तय करना हो कि कोई बदलाव उतर सकता है या नहीं — क़ानूनों का वो नंबर लगा floor जिसे हर autonomous बदलाव को पूरा करना है: fake green नहीं, ज़ोरदार failures, सीमित autonomy, provenance, पूरे seam की closure. Trigger words: invariants, floor, landing gate, quality floor, hard rules, may this land, autonomous quality, बुनियादी क़ानून, सख़्त नियम, उतर सकता है क्या, गुणवत्ता की ज़मीन.

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Session Handoff 5 · tcuzzo
तब लगाओ जब session ख़त्म हो रहा हो, context window compact होने वाली हो, या काम किसी और agent या harness में जारी रहना हो। Session को एक flat file में समेटता है जिसे बिल्कुल नया agent ठंडा पढ़कर आगे बढ़ा सके — state, अधूरा काम, ठीक-ठीक अगला command, खुले फ़ैसले — secrets redact करके और साथ चल रहे काम को बचा हुआ verify करके। Trigger words: handoff, hand off, compact, save state, continue in another session, portable handoff, before restart, session सौंपो, state बचाओ, आगे के लिए लिखो, restart से पहले.

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Decision Bar 6 · tcuzzo
Use quando você está prestes a fazer uma pergunta ao seu humano, esperar aprovação ou estacionar uma decisão durante trabalho autônomo. Filtra toda decisão por uma barra só — apenas gosto, visão ou risco destrutivo chegam ao humano; todo o resto executa. Trigger words: ask-me bar, ask me, approval, permission, should I, decision, escalate, human in the loop, blocked on you, barra de decisão, aprovação, permissão, devo, decisão, escalar, humano no loop, travado em você.

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Design Taste 6 · tcuzzo
Use antes de construir qualquer coisa visual — um site, app, dashboard, console ou deck — para que saia com gosto de verdade em vez dos defaults genéricos de IA. Trigger words: design, UI, taste, design tokens, design system, accessibility, WCAG, screenshot critique, dark mode, restyle, gosto, acessibilidade, crítica de screenshot, modo escuro, restilizar.

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Fleet Ladder 6 · tcuzzo bundle
Use antes de entregar qualquer trabalho a um modelo — construir, avaliar ou um job limitado de worker — ou quando um provedor caiu e você precisa da ordem de fallback. Resolve a escada de modelos AO VIVO: sonda o que está de pé de verdade, escolhe o melhor disponível por uma ordem explícita de fallback, falha alto quando a escada esgota. Trigger words: fleet, ladder, dispatch, fallback, model down, provider down, which model, availability, frota, escada, despacho, modelo fora, provedor fora, qual modelo, disponibilidade.

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Gpu Dispatch 6 · tcuzzo
Use ao despachar modelos locais para GPUs — agendar inferência, escolher uma placa ou gerenciar residência de modelo. Um modelo por GPU, sem derramar para a RAM do sistema, quente durante o loop, descarrega no fim do loop, admissão por verdade medida. Trigger words: gpu, vram, gpu dispatch, model loading, keep alive, resident model, local inference, spill, warm, despacho de gpu, carregar modelo, modelo residente, inferência local, derramar, aquecido.

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Guided Steps 6 · tcuzzo
Use quando um setup precisa de passos que só um humano consegue fazer — dashboards de terceiros, credenciais, secrets de CI, provisionamento, migrações pontuais, cutovers. Escreve um script interativo estágio a estágio que abre cada URL, diz o que clicar e copiar, captura valores e escreve onde eles pertencem. Trigger words: wizard, human-only steps, provision, credentials, dashboard setup, CI secrets, cutover, assistente, passos humanos, provisionar, credenciais, configurar dashboard, segredos de CI, virada.

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Model Fusion 6 · tcuzzo
Use quando a resposta de um modelo só não é confiável o bastante — um build, conserto ou design difícil em que você quer vários modelos competindo e um juiz independente escolhendo. Um painel rascunha em paralelo, um juiz funde o vencedor, o resultado é validado contra a intenção original. Trigger words: fusion, panel, judge, multi-model, ensemble, draft and merge, builder not grader, fusão, painel, juiz, multimodelo, rascunhar e fundir, quem constrói não avalia.

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Decision Bar 7 · tcuzzo
当你在自主工作中正要向你的人类提问、等审批、或把一个决定搁置时使用。所有决定过同一道门槛——只有品味、愿景、毁灭性风险才找人；其余一律执行。Trigger words: ask-me bar, ask me, approval, permission, should I, decision, escalate, human in the loop, blocked on you. 中文触发词：该不该问、审批、许可、要不要、决定、上报、找人拍板、卡在你这。

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Design Taste 7 · tcuzzo
在构建任何视觉产物之前使用——网站、应用、仪表盘、控制台、演示稿——让它带着真正的品味出厂，而不是一股 AI 默认味。Trigger words: design, UI, taste, design tokens, design system, accessibility, WCAG, screenshot critique, dark mode, restyle. 中文触发词：设计、界面、品味、设计 token、设计系统、无障碍、截图评审、深色模式、改版。

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Fleet Ladder 7 · tcuzzo bundle
在把任何工作交给模型之前使用——构建、评审、或有界工人任务——或者在服务商挂掉、你需要回退顺序时。解析"活的"模型阶梯：探测真正在线的，按显式回退顺序选最好的可用项，阶梯耗尽就大声失败。Trigger words: fleet, ladder, dispatch, fallback, model down, provider down, which model, availability. 中文触发词：模型阶梯、派单、回退、降级、模型挂了、服务商挂了、用哪个模型、可用性。

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Gpu Dispatch 7 · tcuzzo
在把本地模型派往 GPU 时使用——调度推理任务、挑卡、或管理模型驻留。一卡一模型、不许溢出到内存、整个循环保温、循环结束才卸载、按实测真相放行。Trigger words: gpu, vram, gpu dispatch, model loading, keep alive, resident model, local inference, spill, warm. 中文触发词：显卡、显存、GPU 调度、模型加载、保活、驻留模型、本地推理、溢出、保温。

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Guided Steps 7 · tcuzzo
当一次配置里有只有人能做的步骤时使用——第三方后台、凭证、CI secret、开通服务、一次性迁移、切换上线。生成一个分阶段的交互式脚本：打开每个 URL、说清点什么复制什么、接住值、写到它该在的地方。Trigger words: wizard, human-only steps, provision, credentials, dashboard setup, CI secrets, cutover. 中文触发词：向导、人工步骤、开通、凭证、后台配置、CI 密钥、切换上线。

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Model Fusion 7 · tcuzzo
当单个模型的答案不够可信时用它——难啃的构建、修复或设计，你想让多个模型同场竞技、再由独立裁判来挑。一组模型并行起草，裁判合并出赢家，结果再对照原始意图校验。Trigger words: fusion, panel, judge, multi-model, ensemble, draft and merge, builder not grader. 中文触发词：模型融合、多模型、合议、裁判、并行起草、择优合并、构建者不当评分者。

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Incident Closure 2 · tcuzzo
Nutze das, wenn der Mensch Bruch meldet oder "fix it" sagt — besonders wenn die normale Steuerungsebene (API, CLI, Service) tot ist und du darunter greifen musst. Die Antwort ist ein voller Understanding-first-Abschluss — Root Cause mit Evidenz, fehlschlagender Test zuerst, grün, Live-Beweis auf dem eigenen Pfad des Menschen, Commit — nie ein Optionsmenü zurück an ihn. Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore, kaputt, reparieren, wiederherstellen, ausgefallen, geht nicht mehr.

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Root Cause First 2 · tcuzzo
Bei einem harten Bug, einem stillen Versagen, einer Regressions-Jagd oder einer riskanten Änderung, die leise einen nachgelagerten Konsumenten brechen könnte. Keine Fixes ohne Untersuchung — Fehler lesen, auf Kommando reproduzieren, jüngste Änderungen prüfen, Komponenten-Grenzen instrumentieren, den Datenfluss rückwärts zur Quelle verfolgen. Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging, Ursache, Grundursache, warum schlägt das fehl, stilles Versagen, läuft im Test aber nicht live, systematisches Debuggen.

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Seam Engineering 2 · tcuzzo
Beim Reparieren eines Bugs oder beim Abschließen eines Audits oder einer Bug-Jagd. Fixt die Fehler-Klasse einmal an ihrem geteilten Primitiv, fegt jeden Geschwister-Fall mit, landet eine Wache, die die nächste Instanz fängt, und schließt jeden hochgekommenen Fund — kein stilles Vertagen. Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time, Naht, Klassen-Fix, ganze Naht schließen, Punkt-Pflaster, strukturelle Wache, gleich beim ersten Mal richtig.

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Incident Closure 3 · tcuzzo
Úsala cuando el humano reporta algo roto o dice "arréglalo" — sobre todo cuando el plano de control normal (API, CLI, servicio) está muerto y debes meterte por debajo. La respuesta es un cierre completo con entendimiento primero — causa raíz con evidencia, test que falla primero, verde, prueba en vivo en el propio camino del humano, commit — nunca un menú de opciones de vuelta. Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore. Disparadores: arréglalo, cierre completo, roto, borrado, caído, dejó de funcionar, recuperar, restaurar.

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Root Cause First 3 · tcuzzo
Úsala frente a un bug difícil, un fallo silencioso, una cacería de regresiones o un cambio riesgoso que podría romper calladamente a un consumidor aguas abajo. Sin fixes antes de investigar — lee el error, reprodúcelo a demanda, revisa los cambios recientes, instrumenta las fronteras entre componentes, rastrea el flujo de datos hacia atrás hasta la fuente. Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging, causa raíz, por qué falla esto, fallo silencioso, regresión, pasa en tests pero falla en vivo, depuración sistemática.

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Seam Engineering 3 · tcuzzo
Úsala al reparar un bug o al cerrar una auditoría o cacería de bugs. Arregla la clase del defecto una sola vez en su primitiva compartida, barre a cada hermano, aterriza una guarda que atrapa la próxima instancia y cierra cada hallazgo sacado a la luz — sin aplazamientos silenciosos. Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time, costura, arreglo de clase, cierre de seam completo, parche puntual, guarda estructural, hazlo bien a la primera.

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Incident Closure 4 · tcuzzo
À utiliser quand l'humain signale une casse ou dit « répare ça » — surtout quand le plan de contrôle normal (API, CLI, service) est mort et qu'il faut passer en dessous. La réponse est une clôture complète, compréhension d'abord — cause racine avec preuves, test en échec d'abord, vert, preuve live sur le propre chemin de l'humain, commit — jamais un menu d'options en retour. Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore, répare ça, c'est cassé, en panne, ça ne marche plus, récupérer, restaurer, clôture complète.

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Root Cause First 4 · tcuzzo
À utiliser face à un bug coriace, un échec silencieux, une chasse à la régression, ou un changement risqué qui pourrait casser en douce un consommateur en aval. Pas de fix sans enquête — lire l'erreur, la reproduire à la demande, vérifier les changements récents, instrumenter les frontières de composants, remonter le flux de données jusqu'à la source. Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging, cause racine, pourquoi ça échoue, échec silencieux, régression, ça passe en test mais casse en live, débogage systématique.

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Seam Engineering 4 · tcuzzo
À utiliser pour réparer un bug ou clôturer un audit ou une chasse aux bugs. Fixe la classe de défaut une fois à sa primitive partagée, balaie chaque occurrence sœur, pose un garde qui attrape la prochaine instance, et clôt chaque constat remonté — aucun report silencieux. Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time, couture, fix de classe, clôture de couture entière, patch ponctuel, garde structurel, bien faire du premier coup.

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Incident Closure 5 · tcuzzo
तब इस्तेमाल करें जब इंसान टूट-फूट report करे या "fix it" कहे — ख़ासकर जब सामान्य control plane (API, CLI, service) मरा पड़ा हो और आपको उसके नीचे उतरना पड़े; जवाब है एक पूरा understanding-first close — सबूत के साथ root cause, पहले failing test, green, इंसान के अपने रास्ते पर live proof, commit — कभी विकल्पों का menu वापस उनके मुँह पर नहीं। Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore, ठीक करो, टूट गया, बंद पड़ा है, चलना बंद, बहाल करो, वापस लाओ.

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Root Cause First 5 · tcuzzo
तब लगाओ जब सामने कोई कड़ा bug हो, silent failure हो, regression की खोज हो, या ऐसा जोखिम भरा बदलाव जो चुपचाप किसी downstream consumer को तोड़ सकता हो। बिना जाँच कोई fix नहीं — error पढ़ो, माँग पर reproduce करो, हाल के बदलाव देखो, component की सीमाओं पर instrument लगाओ, data के बहाव को पीछे source तक trace करो। Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging, जड़ पकड़ो, असली वजह ढूँढो, यह fail क्यों हो रहा है, पहले जाँच फिर fix.

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Seam Engineering 5 · tcuzzo
तब लगाओ जब कोई bug ठीक करना हो या किसी audit या bug hunt को बंद करना हो। Flaw की class को एक बार, उसके shared primitive पर ठीक करता है, हर sibling को sweep करता है, अगली instance पकड़ने वाला guard लगाता है, और सामने आई हर finding बंद करता है — कोई चुपचाप टालना नहीं। Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time, पूरी class ठीक करो, जड़ से बंद करो, पहली बार में सही, पूरा seam बंद करो.

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Bounded Loops 6 · tcuzzo
Use antes de iniciar qualquer loop que possa fazer retry, poll, iterar ou chamar uma API externa — loops de agente, loops de conserto, agendadores, watchers. Declara tetos de orçamento, faz checkpoint na exaustão e torna martelar estruturalmente impossível. Trigger words: bounded loop, budget, ceiling, retry, backoff, rate limit, throttle, kill-switch, checkpoint, runaway, infinite loop, spin, budget exhaustion, loop limitado, orçamento, teto, limite de taxa, loop infinito, exaustão de orçamento, loop descontrolado.

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Leap Protocol 6 · tcuzzo
Use quando uma costura é grande demais para um builder só e precisa ser dividida entre workers paralelos. O LEAP decompõe o trabalho em balls com dono único — objetivo, spec completa, escopo duro de arquivos — distribui para builders novos em worktrees isolados e reconcilia por uma única espinha de escrita. Trigger words: leap, ball, slice, decompose, fan out, parallel builders, single write spine, throw the ball, stateless handoff, fatiar, decompor, builders paralelos, jogar a bola, espinha de escrita.

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Live Research 6 · tcuzzo
Use ao raciocinar sobre um codebase, API ou sistema cuja forma real importa. Roda um agente de pesquisa em paralelo que lê a verdade viva — os READMEs do próprio projeto, os docs de seção, a fonte de fato — para as conclusões se apoiarem no que existe de verdade, não na memória do modelo. Trigger words: live research, ground the reasoning, read the real source, check what is actually there, primary sources, background research, verify against the repo, what do the docs say, pesquisa ao vivo, ler a fonte real, fontes primárias, conferir no repo, o que dizem os docs.

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Bounded Loops 7 · tcuzzo
在启动任何会重试、轮询、迭代或调用外部 API 的循环之前使用——agent 循环、修复循环、调度器、监视器。先声明预算上限，耗尽即存档上报，让"狂敲接口"在结构上不可能发生。Trigger words: bounded loop, budget, ceiling, retry, backoff, rate limit, throttle, kill-switch, checkpoint, runaway, infinite loop, spin, budget exhaustion. 中文触发词：有界循环、预算、上限、重试、退避、限流、节流、熔断、检查点、死循环、失控、空转。

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Leap Protocol 7 · tcuzzo
当一条接缝大到一个构建者扛不动、必须拆给多个并行工作者时用它。LEAP 把工作分解成可独立认领的"球"——目标、完整 spec、硬性文件范围——扇出给隔离 worktree 里的全新构建者，再经由单一写入主干收拢合并。Trigger words: leap, ball, slice, decompose, fan out, parallel builders, single write spine, throw the ball, stateless handoff. 中文触发词：传球、切片、拆解、扇出、并行构建、单一写入主干、无状态交接。

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Live Research 7 · tcuzzo
当你要推理的代码库、API 或系统"真实长什么样"很关键时用它。并行跑一个调研 agent 去读实况真相——项目自己的 README、分区文档、真正的源码——让结论扎根在真实存在的东西上，而不是模型记忆里。Trigger words: live research, ground the reasoning, read the real source, check what is actually there, primary sources, background research, verify against the repo, what do the docs say. 中文触发词：实况调研、查源码、看文档怎么说、以仓库为准、一手来源、后台调研、别凭记忆。

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Human Calibration 2 · tcuzzo
Nutze das, wenn ein Build, ein Design oder eine folgenreiche UX-Entscheidung startet und du zuerst den Menschen kennenlernen musst, dem sie dient. Lädt oder baut ein Session-Profil davon, wie dieser Mensch denkt, entscheidet und angesprochen werden will, und steuert dann den ganzen Build hindurch. Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent, kenne deinen Menschen, Menschenprofil, Sitzungsprofil, Erdungsleiter, Absicht.

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Human Calibration 3 · tcuzzo
Úsala cuando arranca un build, un diseño o una decisión de UX con consecuencias y primero debes conocer al humano al que sirve. Carga o construye un perfil de sesión de cómo piensa, decide y quiere que le hablen este humano, y luego conduce todo el build a través de él. Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent. Disparadores: conoce a tu humano, perfil humano, perfil de sesión, escalera de fundamento, modelo de interacción, intención.

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Human Calibration 4 · tcuzzo
À utiliser quand un build, un design ou une décision UX qui compte démarre et qu'il faut d'abord rencontrer l'humain qu'il sert. Charge ou construit un profil de session — comment cet humain pense, décide et veut qu'on lui parle — puis pilote tout le build à travers lui. Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent, connais ton humain, profil humain, profil de session, échelle d'ancrage, intention.

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Human Calibration 5 · tcuzzo
तब इस्तेमाल करें जब कोई build, design या नतीजों वाला UX फ़ैसला शुरू हो और पहले उस इंसान से मिलना ज़रूरी हो जिसके लिए वो है — यह इंसान कैसे सोचता, फ़ैसले करता और किस लहजे में बात चाहता है, उसका session profile load या तैयार करता है, फिर पूरा build उसी से चलाता है। Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent, अपने इंसान को जानो, इंसानी प्रोफ़ाइल, इरादा समझो.

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Blind Tribunal 6 · tcuzzo
Use quando uma mudança autônoma precisa de avaliação independente antes de aterrissar e não há humano no loop. Convoca jurados cegos, cross-family — uma lente cada — sobre um envelope de arquivos inteiros com autoria removida; cada achado vira um teste novo falhando; repita até todos os jurados passarem. Trigger words: blind tribunal, grill tribunal, tribunal, jurors, cross-family grade, convene, blind grade, independent grade, grade before landing, tribunal cego, jurados, avaliação cega, avaliação independente, convocar, avaliar antes de aterrissar.

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Sniper Testing 6 · tcuzzo
Use durante qualquer loop de conserto ou build, e antes de confiar em qualquer teste verde. Roda só os testes que cobrem o que você tocou, e mata o teatro de mock — testes que passam com a capacidade quebrada. Trigger words: sniper testing, scoped tests, test scope, mock theater, fake green, full suite, test bloat, testes escopados, teatro de mock, verde falso, suíte inteira, inchaço de teste.

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Blind Tribunal 7 · tcuzzo
当一个自主改动在合入前需要独立评审、而环节里没有人时使用。召集盲评的跨家族陪审员——每人只持一个视角——审阅一份隐去作者、装着完整文件的信封；每条发现都变成一条新的失败测试；循环到所有陪审员放行为止。Trigger words: blind tribunal, grill tribunal, tribunal, jurors, cross-family grade, convene, blind grade, independent grade, grade before landing. 中文触发词：盲评审、陪审团、跨家族评审、独立评审、合入前评审、开庭。

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Sniper Testing 7 · tcuzzo
任何修复或构建循环期间用它，以及在相信任何一个绿色测试之前。只跑覆盖你所改动内容的测试，并干掉 mock 剧场——那种能力已经坏了、测试还在通过的戏。Trigger words: sniper testing, scoped tests, test scope, mock theater, fake green, full suite, test bloat. 中文触发词：狙击测试、只跑相关测试、测试范围、mock 剧场、假绿、全量测试、测试膨胀。

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Intent Compiler 6 · tcuzzo
Use quando o pedido de um humano chega como prosa natural — metáfora, gíria, poesia, atalho comprimido, calor, ou "você sabe o que eu quero dizer" — em vez de um ticket. Traduz a linguagem numa diretiva técnica declarada, declara a leitura em uma linha, e então executa. Trigger words: prose is the spec, read the prose, translate the ask, ambiguous prompt, unclear ask, what did they mean, deduce intent, metaphor, slang, vernacular, vibe, phrasing, a prosa é a spec, ler a prosa, traduzir o pedido, pedido ambíguo, o que ele quis dizer, deduzir intenção, metáfora, gíria, linguajar.

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Invariant Floor 6 · tcuzzo
Use ao montar um harness de agente, revisar trabalho autônomo ou decidir se uma mudança pode aterrissar. O piso numerado de leis que toda mudança autônoma tem que satisfazer — sem falso verde, falhas barulhentas, autonomia limitada, proveniência, fechamento de costura inteira. Trigger words: invariants, floor, landing gate, quality floor, hard rules, may this land, autonomous quality, invariantes, piso, portão de aterrissagem, piso de qualidade, regras duras, pode aterrissar, qualidade autônoma.

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Session Handoff 6 · tcuzzo
Use quando uma sessão está acabando, a janela de contexto vai compactar, ou o trabalho precisa continuar em outro agente ou harness. Compacta a sessão em um arquivo plano que um agente novo em folha lê frio e continua — estado, trabalho pela metade, o próximo comando exato, decisões abertas — com segredos redigidos e o trabalho concorrente verificado como preservado. Trigger words: handoff, hand off, compact, save state, continue in another session, portable handoff, before restart, passar o bastão, salvar estado, continuar em outra sessão, antes de reiniciar.

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Intent Compiler 7 · tcuzzo
当人的请求以自然语言到来——比喻、俚语、诗意、压缩的速记、火气、或"你懂我意思"——而不是一张工单时使用。把这些话翻译成明说的技术指令，用一行话亮出你的解读，然后执行。Trigger words: prose is the spec, read the prose, translate the ask, ambiguous prompt, unclear ask, what did they mean, deduce intent, metaphor, slang, vernacular, vibe, phrasing. 中文触发词：话就是规格、读懂需求、翻译需求、模糊指令、他到底什么意思、推断意图、比喻、俚语、口语、语感。

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Invariant Floor 7 · tcuzzo
在搭建 agent harness、review 自主工作、或裁定一个改动能否合入时使用。每个自主改动都必须满足的编号法则地板——不许假绿、失败要大声、自主要有界、来源要记录、接缝要整条闭合。Trigger words: invariants, floor, landing gate, quality floor, hard rules, may this land, autonomous quality. 中文触发词：不变量、地板、合入门、质量地板、硬规则、能不能合、自主质量。

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Session Handoff 7 · tcuzzo
会话将尽、上下文窗口即将压缩、或工作必须转到另一个 agent 或运行环境时用它。把会话压进一份平铺文件，让一个全新的 agent 冷启动就能读懂并接着干——状态、半成品、下一条确切命令、待定决策——密钥已脱敏，并发工作已核实保全。Trigger words: handoff, hand off, compact, save state, continue in another session, portable handoff, before restart. 中文触发词：交接、留档、保存状态、换个会话接着干、重启之前、交接文档。

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Clean Code Gauntlet 2 · tcuzzo
Nutze das beim Härten oder Landen jedes Builds — Agent, Service, Library — wenn du eine deterministische Qualitätslatte willst statt eines Zeile-für-Zeile-Reviews. Fährt Sniper-Tests, den CRAP-Score (Komplexität x Coverage) und begrenztes Mutation-Testing, dann ein leichtes Geschmacks-Review. Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar, Spießrutenlauf, Qualitätslatte, Komplexität, Testabdeckung, härten.

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Understanding Gates 2 · tcuzzo
Wenn ein Build, Fix oder Uplift von der Absicht Richtung Auslieferung wandert und du Beweis brauchst, dass er noch zur ursprünglichen Bitte passt. Verhört Design, Plan, Build, Test und Ship mit approve/revise/reject-Urteilen, benannten Fehlschlägen als Reparatur-Zielen und einem Wiederholungslauf nach jeder Reparatur. Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done, Verständnis, Stufen-Gates, Build validieren, Urteil, grün aber falsch, fertig heißt fertig.

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Clean Code Gauntlet 3 · tcuzzo
Úsala al endurecer o aterrizar cualquier build — un agente, un servicio, una librería — cuando quieres una barra de calidad determinista en vez de una revisión línea por línea. Corre tests francotirador, el puntaje CRAP (complejidad x cobertura) y mutation testing acotado, y luego una revisión ligera de gusto. Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar. Disparadores: código limpio, guantelete, puntaje crap, pruebas de mutación, endurecer, complejidad, cobertura, barra de calidad.

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Understanding Gates 3 · tcuzzo
Úsala cuando un build, fix o mejora avanza de la intención hacia la entrega y necesitas prueba de que aún coincide con la petición original. Interroga Diseño, Plan, Build, Test y Entrega con veredictos de aprobar/revisar/rechazar, fallos nombrados como objetivos de reparación, y una recorrida después de cada reparación. Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done, entendimiento, compuertas por etapa, validar el build, coincide con la spec, veredicto, verde pero mal, chequeo de eco, terminado es terminado.

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Clean Code Gauntlet 4 · tcuzzo
À utiliser pour durcir ou livrer n'importe quel build — un agent, un service, une librairie — quand tu veux une barre de qualité déterministe plutôt qu'une revue ligne par ligne. Lance les tests au sniper, le score CRAP (complexité x couverture) et des tests de mutation bornés, puis une légère revue de goût. Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar, parcours d'épreuves, score CRAP, tests de mutation, durcir, complexité, couverture, barre de qualité.

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Understanding Gates 4 · tcuzzo
À utiliser quand un build, un fix ou un uplift avance de l'intention vers la livraison et qu'il te faut la preuve qu'il colle toujours à la demande d'origine. Interroge Design, Plan, Build, Test et Ship avec des verdicts approuver/réviser/rejeter, des échecs nommés comme cibles de réparation, et une re-exécution après chaque réparation. Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done, portes d'étape, valider le build, conformité à la spec, vert mais faux, test d'écho, fini veut dire fini.

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Clean Code Gauntlet 5 · tcuzzo
तब इस्तेमाल करें जब कोई भी build — agent, service, library — hardened या land करनी हो और line-by-line review की जगह एक deterministic quality bar चाहिए; sniper tests, CRAP score (complexity x coverage) और bounded mutation testing चलाता है, फिर हल्का taste review. Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar, साफ़ code, गुणवत्ता की कसौटी, सख़्त जाँच.

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Understanding Gates 5 · tcuzzo
तब लगाओ जब कोई build, fix या uplift intent से delivery की तरफ़ बढ़ रहा हो और तुम्हें proof चाहिए कि वह अब भी original माँग से मेल खाता है। Design, Plan, Build, Test और Ship से जिरह करता है — approve/revise/reject verdicts, नामी failures बतौर repair targets, और हर repair के बाद rerun। Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done, समझ की जाँच, माँग से मिलाओ, हर stage पर परखो, green पर भी ग़लत.

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Incident Closure 6 · tcuzzo
Use quando o humano reporta quebra ou diz "conserta isso" — principalmente quando o plano de controle normal (API, CLI, serviço) está morto e você precisa alcançar por baixo dele. A resposta é um fechamento completo, entendimento primeiro — causa raiz com evidência, teste falhando primeiro, verde, prova ao vivo no caminho do próprio humano, commit — nunca um menu de opções de volta para ele. Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore, conserta isso, quebrou, apagado, fora do ar, parou de funcionar, recuperar, restaurar, fechamento completo.

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Root Cause First 6 · tcuzzo
Use diante de um bug difícil, uma falha silenciosa, uma caça a regressão ou uma mudança arriscada que pode quebrar sem barulho um consumidor a jusante. Nada de conserto sem investigação — leia o erro, reproduza sob demanda, cheque as mudanças recentes, instrumente as fronteiras dos componentes, rastreie o fluxo de dados de trás para frente até a fonte. Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging, causa raiz, por que está falhando, falha silenciosa, regressão, passa no teste mas quebra ao vivo.

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Seam Engineering 6 · tcuzzo
Use ao reparar um bug ou fechar uma auditoria ou caça a bugs. Conserta a classe da falha uma vez no primitivo compartilhado, varre cada irmão, aterrissa um guarda que pega a próxima instância e fecha todo achado levantado — sem adiamento silencioso. Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time, costura, conserto de classe, remendo pontual, guarda estrutural, fazer certo de primeira.

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Incident Closure 7 · tcuzzo
当人报告东西坏了或说"修好它"时使用——尤其当正常控制面（API、CLI、服务）已死、你必须从底下够进去时。答案是一次理解先行的完整闭环——带证据的根因、失败测试先行、转绿、在人自己的路径上现场证明、提交——绝不是把选项菜单递回去。Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore. 中文触发词：修好它、坏了、挂了、被清空了、不工作了、恢复、还原、彻底修复。

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Root Cause First 7 · tcuzzo
面对难缠的 bug、无声的失败、回归排查，或一个可能悄悄弄坏下游调用方的高风险改动时用它。不调查就没有修复——读报错、按需复现、查最近的改动、在组件边界上打探针、沿数据流倒推到源头。Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging. 中文触发词：根因、排查、为什么会挂、无声失败、回归、测试过了线上挂、系统化调试、先查再修。

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Seam Engineering 7 · tcuzzo
修一个 bug、或收尾一次审计 / bug 大扫除时用它。把缺陷类在它的共享原语上一次修掉，扫清每个同类兄弟，落一个能拦住下一例的守卫，并关掉浮出的每个发现——不许无声延后。Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time. 中文触发词：接缝、修一类、整缝闭合、点补丁、结构性守卫、一次做对。

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Human Calibration 6 · tcuzzo
Use quando um build, design ou decisão de UX com consequência começa e você precisa primeiro conhecer o humano que ele serve. Carrega ou constrói um perfil de sessão de como esse humano pensa, decide e quer que falem com ele, e então guia o build inteiro por ele. Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent, conheça seu humano, perfil humano, perfil de sessão, escada de ancoragem, modelo de interação, intenção.

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Human Calibration 7 · tcuzzo
当一次构建、设计或有分量的 UX 决策启动、你必须先认识它服务的那个人时使用。加载或建立一份会话画像——这个人怎么思考、怎么拍板、想被怎样对话——然后让整个构建顺着它走。Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent. 中文触发词：了解你的人类、人类画像、会话画像、接地阶梯、交互模型、意图。

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Clean Code Gauntlet 6 · tcuzzo
Use ao endurecer ou aterrissar qualquer build — um agente, um serviço, uma biblioteca — quando você quer uma barra de qualidade determinística em vez de review linha a linha. Roda sniper tests, o score CRAP (complexidade x cobertura) e mutation testing limitado, depois um review leve de gosto. Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar, código limpo, teste de mutação, endurecer, complexidade, cobertura, barra de qualidade.

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Understanding Gates 6 · tcuzzo
Use quando um build, conserto ou uplift está indo da intenção para a entrega e você precisa de prova de que ainda bate com o pedido original. Interroga Design, Plano, Build, Teste e Entrega com veredictos de aprovar/revisar/rejeitar, falhas nomeadas como alvos de reparo e uma nova rodada depois de cada reparo. Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done, portões de estágio, validar o build, veredicto, verde mas errado, pronto é pronto.

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Clean Code Gauntlet 7 · tcuzzo
在加固或合入任何构建时使用——agent、服务、库——你要的是一条确定性的质量线，而不是逐行 review。依次跑狙击测试、CRAP 分数（复杂度 x 覆盖率）、有界变异测试，最后一轮轻量品味评审。Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar. 中文触发词：整洁代码、代码质量、闯关、CRAP 分数、变异测试、加固、圈复杂度、覆盖率、质量线。

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Understanding Gates 7 · tcuzzo
当一个构建、修复或升级正从意图走向交付、你需要证明它仍然对得上最初的请求时用它。以 approve/revise/reject 裁决逐一审问 Design、Plan、Build、Test、Ship 五个阶段，具名失败即修复目标，每次修复后重跑该关。Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done. 中文触发词：理解关卡、阶段关卡、对齐原始需求、裁决、绿了但不对、回声检查、做完才算完。

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Bounded Loops · tcuzzo
Use before starting any loop that can retry, poll, iterate, or call an external API — agent loops, repair loops, schedulers, watchers. Declares budget ceilings, checkpoints on exhaustion, and makes hammering structurally impossible. Trigger words: bounded loop, budget, ceiling, retry, backoff, rate limit, throttle, kill-switch, checkpoint, runaway, infinite loop, spin, budget exhaustion.

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Leap Protocol · tcuzzo
Use when a seam is too big for one builder and must be split across parallel workers. LEAP decomposes work into independently ownable balls (goal, full spec, hard file scope), fans them to fresh builders in isolated worktrees, and reconciles through a single write spine. Trigger words: leap, ball, slice, decompose, fan out, parallel builders, single write spine, throw the ball, stateless handoff.

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Live Research · tcuzzo
Use when reasoning about a codebase, API, or system whose real shape matters. Runs a parallel research agent that reads the live truth (the project's own READMEs, section docs, actual source) so conclusions ground in what is really there, not model memory. Trigger words: live research, ground the reasoning, read the real source, check what is actually there, primary sources, background research, verify against the repo, what do the docs say.

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Parallel Work · tcuzzo
Use when decomposing independent work across agents with one write spine, isolated ownership, and per-lane verification.

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Blind Tribunal · tcuzzo
Use when an autonomous change needs an independent grade before landing and no human is in the loop. Convenes eight blind, cross-family jurors (one lens each — defect, proportion, operator consequence, reversibility, state continuity, resource economy, boundary condition, telemetry), each routed by tier to the cheapest model family that is sufficient, over an author-redacted envelope of whole files; every finding becomes a new failing test; loop until every juror passes. Trigger words: blind tribunal, grill tribunal, tribunal, jurors, eight lenses, cross-family grade, convene, blind grade, independent grade, grade before landing.

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Sniper Testing · tcuzzo
Use during any fix or build loop, and before trusting any green test. Runs only the tests that cover what you touched, and kills mock theater — tests that pass while the capability is broken. Trigger words: sniper testing, scoped tests, test scope, mock theater, fake green, full suite, test bloat.

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Provider · tcuzzo bundle
Switch the entire Claude Code provider lineup between native Claude OAuth and the BACKS Ollama model pool, inspect status, show resolved fallbacks, or update provider control.

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Intent Compiler · tcuzzo
Use when a human's ask arrives as natural prose (metaphor, slang, poetry, compressed shorthand, heat, or "you know what I mean") instead of a ticket. Translates the language into a stated technical directive, states the reading in one line, then executes. Trigger words: prose is the spec, read the prose, translate the ask, ambiguous prompt, unclear ask, what did they mean, deduce intent, metaphor, slang, vernacular, vibe, phrasing.

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Invariant Floor · tcuzzo
Use when setting up an agent harness, reviewing autonomous work, or deciding whether a change may land. The numbered floor of laws every autonomous change must satisfy — no fake green, loud failures, bounded autonomy, provenance, whole-seam closure. Trigger words: invariants, floor, landing gate, quality floor, hard rules, may this land, autonomous quality.

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Secure Delivery · tcuzzo
Use when shipping anything a customer or another machine will run and the delivery must defend secrets, egress, taint, and sandbox boundaries.

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Session Handoff · tcuzzo
Use when a session is ending, the context window is about to compact, or the work must continue in another agent or harness. Compacts the session into one flat file a brand-new agent can read cold and continue from (state, half-done work, exact next command, open decisions), with secrets redacted and concurrent work verified preserved. Trigger words: handoff, hand off, compact, save state, continue in another session, portable handoff, before restart.

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Incident Closure · tcuzzo
Use when the human reports breakage or says "fix it" — especially when the normal control plane (API, CLI, service) is dead and you must reach underneath it. The answer is a full understanding-first close (root cause with evidence, failing test first, green, live proof on the human's own path, commit), never a menu of options back at them. Trigger words: fix it, fix shit, full close, broken, wiped, down, it stopped working, recover, restore.

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Root Cause First · tcuzzo
Use when facing a hard bug, a silent failure, a regression hunt, or a risky change that could quietly break a downstream consumer. No fixes without investigation — read the error, reproduce it on demand, check recent changes, instrument component boundaries, trace data flow backward to the source. Trigger words: debug, root cause, why is this failing, silent failure, regression, works in tests but fails live, systematic debugging.

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Seam Engineering · tcuzzo
Use when repairing a bug or closing out an audit or bug hunt. Fixes the flaw class once at its shared primitive, sweeps every sibling, lands a guard that catches the next instance, and closes every surfaced finding — no silent deferrals. Trigger words: seam, class fix, whole-seam closure, point patch, structural guard, do it right the first time.

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Human Calibration · tcuzzo
Use when a build, design, or consequential UX decision starts and you must first meet the human it serves. Loads or builds a session profile of how this human thinks, decides, and wants to be spoken to, then steers the whole build through it. Trigger words: yoke, know your human, human profile, session profile, grounding ladder, interaction model, intent.

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Clean Code Gauntlet · tcuzzo
Use when hardening or landing any build (an agent, a service, a library) and you want a deterministic quality bar instead of a line-by-line review. Runs sniper tests, the CRAP score (complexity x coverage), and bounded mutation testing, then a light taste review. Trigger words: clean code, gauntlet, unc, uncle bob, crap score, crap, mutation testing, harden, complexity, coverage, quality bar.

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Understanding Gates · tcuzzo
Use when a build, fix, or uplift is moving from intent toward delivery and you need proof it still matches the original ask. Interrogates Design, Plan, Build, Test, and Ship with approve/revise/reject verdicts, named failures as repair targets, and a rerun after every repair. Trigger words: understanding, stage gates, validate build, spec match, verdict, green but wrong, echo check, done means done.

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Grade · tcuzzo
Use when adversarially grading a change for red proof, real behavior, cross-family independence, and live capability before shipping.

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Absorb · tcuzzo
Use when you need a capability an open-source project already provides — adopt it and re-engineer it as a native skill instead of inventing a duplicate. Trigger words: absorb, adopt, port, re-engineer, ingest a repo, prior art, capability port, make this native.

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Bughunt · tcuzzo
Use when running a bounded parallel bug hunt that maps seams, verifies findings adversarially, and closes whole flaw classes.

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Optimus · tcuzzo
Use when starting any agent session, job, or loop — before writing any code. Harness-first boot: load the invariant floor and the skills the job needs, so the agent reads the rules before it works; includes the grounding-gate hook pattern that blocks mutating tools until the harness is loaded. Trigger words: optimus, harness-boot, harness first, load the harness, boot the floor, grounding gate, read the floor, no code without harness, session start, boot sequence.

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Repo Map · tcuzzo
Use on the first session in a cold repo with no index, and whenever the map goes stale. Walks the tree once, writes one CODE_MAP.md at the repo root, and makes every later session read the map first — map first, walk raw only when the map has no answer. Trigger words: repo map, code map, map first, map-first, index the repo, cold repo, stale map, refresh the map.

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Tribunal · tcuzzo
Use when convening an author-blind cross-family tribunal on a change and looping on every blocking finding until all jurors pass.

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Red First · tcuzzo
Use when dispatching any builder (an agent, a model, or yourself) to make a change a test should prove. Commits a proven-failing contract test before the build starts, forbids the builder from touching it, and has an independent grader verify the test was never edited. Trigger words: red first, failing test first, contract test, red baseline, tamper-proof test, test before build.

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Wayfinder · tcuzzo
Use when you are lost, the way forward is unclear, or you must decide what to work on next. Charts a decision map to the destination instead of parking a question on the human. Trigger words: wayfinder, the path, chart the route, map the work, what next, lost, fog of war, decision map, frontier.

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Web Build · tcuzzo
Use when building or extending a web app, site, or API with clean structure, real browser proof, accessibility, and a defended supply chain.

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Blind Eval · tcuzzo
Use before landing anything where taste or output quality is the question and a test cannot decide it. Judges a change on its merits with authorship hidden, then keeps or reverts — a tie reverts, only proven uplift lands. Trigger words: blind eval, karpathy, keep or revert, quality gate, taste call, blind judge, A/B judge, prove uplift.

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Agent Build · tcuzzo
Use when building an agent, bot, worker, or autonomous service with deterministic primitives, typed IO, and bounded loops.

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Elite Build · tcuzzo
Use when building, fixing, or uplifting a capability through intent, red proof, implementation, sniper tests, blind grade, and live delivery.

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Human Voice · tcuzzo
Use on every human-facing message. The no-degree bar; kills AI slop. Trigger words: human voice, plain speech, plain language, de-slop, slop, simplify, jargon, tone, readable, rewrite this, text like a human.

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Repair Loop · tcuzzo
Use when fixing a bug, closing a reported issue, or uplifting a seam end to end. Runs the full repair loop (ground in the floor, reproduce on live truth, red contract test, fix the class at the seam, verify on the real path, independent grade, land) and iterates until it is true. Trigger words: repair loop, dev mode, fix this, uplift, close the seam, dev build.

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Decision Bar · tcuzzo
Use when you are about to ask your human a question, wait for approval, or park a decision during autonomous work. Filters every decision through one bar — only taste, vision, or destructive risk reach the human; everything else executes. Trigger words: ask-me bar, ask me, approval, permission, should I, decision, escalate, human in the loop, blocked on you.

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205 published skills · page 2 of 3