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Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches capacity, (3) major task milestone completed, (4) work session ending, (5) user says 'save state', 'create handoff', 'I need to pause', 'context is getting full', (6) resuming work with 'load handoff', 'resume from', 'continue where we left off'. Proactively suggests handoffs after substantial work (multiple file edits, complex debugging, architecture decisions). Solves long-running agent context exhaustion by enabling fresh agents to continue with zero ambiguity.

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Design asynchronous messaging patterns in Azure using Service Bus, Event Hubs, Event Grid, and Storage Queues. Use this skill when users ask for queueing, pub-sub, event streaming, retries, or decoupled system design. Covers delivery semantics, dead-lettering, idempotency, and monitoring.

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Iterate on a GenAI notebook against the self-hosted stack via the genai-stack CLI (config dirs, auth, subdomains, quantization, GPU/VRAM). Arguments: <notebook|service> [--service comfyui|forge|vllm] [--quant int4|fp8] [--validate] [--bg]

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Search for code patterns in decompiled output using Weggli semantic matching. Use when finding vulnerable code constructs like unchecked memcpy, buffer operations, or specific function call patterns in pseudocode.

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Auto-activate for msgspec, Struct, Meta, msgspec.json, msgspec.msgpack, tagged unions, enc_hook, dec_hook, convert(), or Litestar DTO shapes. Not for Pydantic or ORM models — use their stack-specific skill.

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Apply GEODE's measured architecture, module and symbol naming, Python type/class, persisted schema, test, site, and versioning conventions. Use when adding or moving modules, choosing dataclass/Pydantic/Protocol/ABC forms, naming classes or files, designing stored data, reviewing convention compliance, or deciding compatibility and release version treatment.

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Verification checklist to prevent fake success. Detects test deletion/disabling, coverage regression, lint bypass, secret exposure. Triggered by "deception", "fake" ("가짜"), "fake success", "verification" ("검증"), "checklist" ("체크리스트"), "deletion detection" ("삭제 탐지"), "regression" keywords.

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Audit agent runtimes and their tests for lifecycle inference, capability overload, context pollution, correlated verification, prompt-only control, false success, dead compatibility paths, test-only seams, and complexity without contribution. Use for whole-repository agent audits, slop or dead-code triage, test contribution reviews, large refactors, tool/context simplification, and cleanup requests that need proof before deleting code or tests.

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Enforces Beads policy for a repository maintained initially by one owner, granting issue-management and commit authority while requiring explicit permission for Git pushes (other than to the user's own fork) and Dolt sync or push operations. Use when the user asks to enroll, repair, or operate a solo-maintainer Beads workspace, and when working with Beads in a repository that may carry a beads-solo enrollment, including when bd refuses a schema migration or mentions a remote.

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Redacta un pull request para la rama actual rellenando la plantilla de PR del repositorio en función de los cambios de la rama. Úsalo cuando la persona pida abrir/crear un PR, preparar un pull request o escribir la descripción de un PR (p. ej. "abre un PR", "redacta el pull request de esta rama"). No hace merge.

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Genera un nuevo Registro de Decisión de Arquitectura (ADR) copiando la plantilla de ADR en el siguiente archivo numerado y registrándolo en el índice de decisiones. Úsalo cuando la persona quiera registrar una decisión de arquitectura, crear/añadir un ADR o documentar una elección técnica (p. ej. "escribe un ADR para cambiar la base de datos", "añade un registro de decisión").

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Porta el cambio de la rama actual a las variantes hermanas de esta plantilla (es/en × con-IA/sin-IA) — traduce el contenido, adapta o elimina la capa de IA según el destino y deja cada variante con una rama lista para PR. Úsalo cuando un cambio del template deba replicarse en las otras variantes (p. ej. "porta este cambio al template en inglés", "replica esto en las variantes").

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Genera una nueva especificación de cambio ligera copiando el directorio de plantilla de especificación en una carpeta de especificación con nombre. Úsalo cuando la persona quiera iniciar una especificación, planificar un cambio/funcionalidad o crear un documento de diseño antes de implementar (p. ej. "especifica el rediseño del checkout", "crea una especificación para el nuevo flujo de autenticación").

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Redacta y crea un issue de GitHub rellenando la plantilla adecuada de .github/ISSUE_TEMPLATE/ según el tipo (bug, funcionalidad o tarea). Úsalo cuando la persona pida abrir/crear un issue, reportar un bug o registrar una tarea/petición (p. ej. "abre un issue por este bug", "crea un issue para la nueva funcionalidad", "registra esta tarea"). No cierra ni comenta issues existentes.

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量化格式契约与位级对齐：从设备字节反推量化器的**编码公式、舍入模式、scale 粒度、退化块规则**， 并据此重实现/融合量化器（MXFP8 e8m0、int8 perblock、fp8 perchannel 等）， 用「同进程同数据 + 独立参考实现 + 中点与退化输入全覆盖」做到**逐字节精确**。 当自研量化 kernel 与框架算子**对不上**、需要逆向某个量化器的数值契约、需要判断 「量化残差算不算可接受」、或要在融合内核里复现 aclnn 量化语义时使用此 skill。 即使用户只说「量化结果和参考不一致」「这个 scale 怎么算出来的」「融合量化器精度对不上」 而未提"契约"，也应触发。**注意**：单纯选量化档位/配置（该不该开量化、开哪一档）走 dit-perf-opt；算子级性能调优与 DSL 选型走 operator-dev； 并行作用域导致的静默失效（DiT 侧「改了并行但不报错也没生效」的判定）走 dit-parallel-opt。

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DiT 计算模块（L3）：把**已定位的 DiT 计算瓶颈**落成特性级选档与实施—— 量化档（W8A16 / W4A16 / W8A8 系列 / W4A4 / MXFP8 / FA 量化）、稀疏（rf_v2 / ada_bsa）、 缓存（DiTCache / AttentionCache / 时间步优化）、编译启用（MindieSDBackend / Pattern 融合 / ACLGraph） 的**开不开、开哪一档、怎么开、怎么复验**；依据是 `docs/zh/features/*`（特性真源）+ framework-integration/references/framework-support-matrix.md（支持状态）。 即使用户只说"这个模型怎么加速""量化/稀疏/Cache 怎么选怎么开""要不要开量化、开哪一档""这个档位开了有没有效果" 而未提 profiling，也应触发。 **入口条件**：瓶颈点已明确（用户带一句实测锚点，或编排层交付标签）时由域入口 `performance-optimization` 按标签分发到本技能；**瓶颈未明（"怎么加速 / 跑通 / 采 profile"）先走 `model-auto-optimization` 定位**，不在本技能内做占比分析。 near-miss：多卡并行形态 / 通信掩盖 / TP·offload 选型 → `dit-parallel-opt`；VAE 解码段与 host 固定开销 → 各自模块（VAE / host）；单算子实现级实测选型（mindie_bench）→ `benchmark-dev`； 需要新增 pattern / 算子才能落地本档 → `pattern-dev` / `operator-dev`；框架侧开关与使能验证 → `framework-integration`；量化器位级契约与精度对齐（编码公式 / 舍入 / scale 粒度）→ `quantization-dev`；精度验收判据 → `accuracy-gate`；数字入库口径 → `perf-gate`。

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Drafts code-compliant California responses to Requests for Production (CCP § 2031.010 et seq.) for Superior Court. Use when the user mentions California RFP responses, CCP 2031, discovery objections, compliance statements, inability to comply, privilege objections, Bates numbering, verification requirements, or responding to document requests in California state court. California Superior Court only — not for federal court without substantial modification.

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[user] Business Legal Counsel / CLO level contract drafting, review, and legal risk assessment. Handles domestic Chinese contracts (中文), cross-border contracts, and offshore international contracts in Chinese and English. Jurisdictions: PRC law (Civil Code, Company Law, Anti-Unfair Competition Law), US law (UCC, common law), Hong Kong law (common law, HK ordinances). Combines relevant laws, regulations, and litigation case precedents in contract analysis. Generates Word (.docx) files with track changes and persuasive margin comments for contract review markup. Use when user mentions contracts, legal review, contract drafting, legal risk assessment, NDA, agreement, 合同, 法律, 审核, 起草, 合同审查, 法务, legal negotiation, due diligence, 尽职调查, 风险评估, 条款谈判, 反不正当竞争, or any contract-related task.

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Drafts Assignment and Assumption Agreements transferring contractual rights and obligations from assignor to assignee in asset purchase transactions. Covers assignment mechanics, liability assumption with temporal cutoff, third-party consent handling, reps and warranties, indemnification, and Exhibit A contract schedule. Trigger keywords: "assignment and assumption", "contract transfer", "assign contracts", "assume obligations", "asset purchase closing document", "assignor assignee agreement".

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Drafts a U.S. Asset Purchase Agreement for deals where a buyer acquires specified business assets while avoiding unwanted liabilities. Enforces itemized asset/liability schedules, purchase price mechanics with working capital true-ups, IRS Form 8594 tax allocation, seller and buyer reps and warranties with disclosure schedules, pre- and post-closing covenants, closing conditions and deliveries, and indemnification with basket/cap limits. Use when drafting an asset purchase agreement, APA, asset acquisition, purchase and sale of assets, asset deal, or excluded liabilities agreement.

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Drafts a defendant's Answer with Invalidity Contentions responding to a U.S. patent infringement complaint. Covers FRCP 8(b) admissions/denials, affirmative defenses, and PLR 3-3 invalidity contentions with claim charts under 35 U.S.C. §§ 101, 102, 103, 112. Use when representing a defendant in the pleadings phase of federal patent litigation who must respond to an infringement suit and assert prior art, anticipation, obviousness, or § 112 defenses.

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Drafts Area Development Agreements granting exclusive multi-unit franchise territory rights with phased development schedules. Use when drafting area development agreements, multi-unit franchise expansions, territorial franchise grants, or phased development commitments. Enforces FTC Franchise Rule compliance and state registration requirements.

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Generates appellate-filing-ready Tables of Contents, Tables of Authorities, and Certificates of Compliance under FRAP 32(g) and related rules. Produces defensible word-count calculations with transparent exclusions and anti-hallucination guardrails for pagination and citations. Covers federal circuits, state appellate courts, and U.S. Supreme Court variations. Use when building TOC, TOA, compliance certificates, formatting briefs for filing, or when the user mentions word count calculation, FRAP 32 compliance, appellate brief assembly, or page numbering.

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Drafts U.S. commercial real estate access and indemnity (right-of-entry) agreements for pre-closing due diligence. Covers license grants, non-invasive vs invasive testing gates, insurance/endorsement requirements, indemnity with discovery carve-outs, restoration and lien remedies, confidentiality, and anti-indemnity guardrails. Trigger: access agreement, right of entry, due diligence access, Phase I/II, invasive testing, pre-PSA site inspection.

日本語の概要は準備中です。原文の説明を表示しています。