「decompose」の検索結果

타입·상태별로 반복되는 switch/if-else 분기를 다형성(인터페이스 + 구현 클래스)으로 치환. "switch를 다형성으로", "타입 분기를 클래스로", "strategy 패턴", "/replace-conditional-with-poly" 요청 시 사용. 단, null 분기만이면 /introduce-special-case, 조건식 가독성만이면 /decompose-conditional이 적합. /replace-conditional-with-poly [commit-ref]로 호출.

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동일한 결과를 내는 여러 조건문(OR 나열·중첩 AND)을 하나로 통합하고 의미 있는 boolean 메서드로 추출. "조건문 합쳐", "같은 결과 반환하는 if 정리", "중첩 if 평탄화", "/consolidate-conditional" 요청 시 사용. 단, 여러 메서드에 흩어진 동일 조건을 호출자 쪽으로 올리는 것은 /lift-up-conditional, 복잡한 조건식·분기를 메서드로 쪼개는 것은 /decompose-conditional이 적합. /consolidate-conditional [commit-ref]로 호출.

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Split user stories into smaller, independently deliverable slices using the SPIDR method (Spike, Path, Interface, Data, Rules). Use this skill whenever the user asks to split a story, break down work, slice a story, asks "can this be split", mentions "SPIDR", says "story splitting", or wants to decompose a large ticket into smaller pieces. Also trigger when a user presents a story that seems too large for a single sprint and asks for help sizing or scoping it.

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Knowledge base from NASA-STD-8729.1A — NASA's R&M (Reliability and Maintainability) standard covering spaceflight and support systems (Revision A, 2017-06-13). Use for NASA's objectives-driven R&M framework — the R&M objectives hierarchy (one Top Objective decomposed into four sub-objectives, paired with tailorable strategies), how R&M requirements are established inside the SMA Plan required by NPR 7120.5, the SMA Technical Authority concurrence/independent-evaluation governance, milestone vs. readiness review gates, the reliability/maintainability/availability vocabulary (Ai vs. Ao, the failure causal chain, risk as a triplet), and the R&M Evidentiary Methods catalogue (FMEA/FMECA, FTA, RBDA, RCM, LORA, plus the space-environment and parts-pedigree analyses). Scoped to NASA spaceflight and support systems and to assurance planning: it is an objectives-and-strategies standard, so it deliberately does NOT prescribe step-by-step analysis procedures (those live in the referenced NASA Preferred Reliability Practices) and is thin on facility R&M, detailed math/derivations, and non-NASA or commercial life cycles.

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Knowledge base from the DoD Test & Evaluation Enterprise Guidebook (OUSD R&E, August 2022). Use for DoD test and evaluation (T&E) across the Adaptive Acquisition Framework — the four test communities (contractor testing, developmental DT&E, operational OT&E, live-fire LFT&E); the five operational events (Operational Demonstration, EOA, OA, IOT&E, FOT&E) and the OTRR gate; the T&E Strategy / TEMP and its IDSK, with the upstream documents that feed it and the test plans that decompose it; the T&E organizations and oversight roles (USD(R&E), DOT&E, TRMC, the Service Executives and OTAs, the T&E WIPT, CDT); and pathway-specific T&E for all six acquisition pathways (Urgent Capability, Middle Tier, Major Capability, Software, Defense Business Systems). Statutory anchors include 10 U.S.C. §4171 (IOT&E) and §4172 (LFT&E/FUSL). This is guidance, not policy: it points outward to DoDI 5000.89 and the DoDI 5000-series for binding detail, and is thin on detailed test statistics/design-of-experiments methodology, cost estimating, the Acquisition of Services pathway, and any CUI/CAC-gated companion guides.

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Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it'...

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Validate shard load/dependencies, create deep-dive skeletons, update ledger assignments, and generate pipeline tracker

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Orchestrate concurrent analysis or implementation across independent domains. Use when a task can be decomposed into independent workstreams (e.g., via simultaneous tool calls or background processes) — spec writing, code review, security audit, feature implementation.

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Create decomposition directory structure, IA shard skeletons, and all required layer indexes from approved decomposition plan

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Decomposes a large implementation plan into small-model-sized tasks executed by supervised worker agents (e.g. Haiku) in dependency-ordered parallel waves, with a plan-first approval gate inside every task, file-based state for context compaction, and a hard escalation ladder. Use when a master plan or multi-workstream feature is too large for one session and should be executed cheaply by many small agents under frontier-model supervision.

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Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability. This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b

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Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. Use when discovering interpretable features, analyzing superposition, or studying monosemantic representations in language models.

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Generate the success criteria for a task or question, then review work against them. Given a task, goal, or open-ended question, decompose it into scenarios, evaluation perspectives, and fine-grained weighted YES/NO criteria using the Recursive Expansion Tree (RET) method; if work is supplied, score it criterion-by-criterion and surface what is missing or could be better. Use when asked to self-review or check your own work, judge whether a task is done well or completely, build a definition-of-done or completeness checklist, create an evaluation rubric or grading criteria, score or grade answers to a question, set up an LLM-as-judge rubric, or when the user mentions self-review, completeness check, success criteria, evaluation criteria, scoring rubric, Qworld, or the RET algorithm.

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PM planning workflow — analyze requirements, select tech stack, decompose into prioritized tasks with dependencies, and define API contracts

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Decompose total effects into direct and indirect paths through mediators using mediation, CMAverse 4-way, HIMA/HIMA2 high-dimensional, BAMA, two-step / MVMR mediation, or double-ML medDML. Use when testing whether a molecular phenotype (expression, methylation, protein) mediates a treatment-outcome relationship, decomposing exposure-mediator interaction via VanderWeele 4-way, screening high-dimensional EWAS mediators, or running MR-based mediation when sequential ignorability is implausible.

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Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability.

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Generate and safely advance the SDD Composy task projection from approved PRD, stories, and TechSpec: import contracts, list/next/show, and guarded start/block/transition/verify. Use when work must be decomposed or a task's state inspected or moved — 'quebrar a spec em tarefas', 'listar as tarefas', 'qual a próxima task', 'mark TASK-003 blocked'. Do NOT use to implement a task (sdd- execute), reconcile Markdown and JSON (sdd-sync), or for a status overview (sdd- status).

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Decompose an approved PWDEV Flow specification into dependency-aware waves and atomic executable tasks. Use when design is approved and the user needs exact file scope, test-first actions, verification commands, and an execution gate.

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Create an approval-gated product requirements document or decompose an approved PRD into a traceable roadmap. Use for product-level problems, new initiatives, multi-feature scope, PRDs, release outcomes, or roadmap planning.

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Use only when the user explicitly types `/orchestrate goal` to decompose a large task, spawn a tree of parallel cloud-agent workers/subplanners/verifiers via the Cursor SDK, and collect structured handoffs; do not invoke autonomously.

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參考圖解析 SKILL — 從截圖、Figma 連結或參考 PNG 中，分解出 proof draft（visualZones + componentIntents + spacingRecipe + contentSlots + unresolved notes）。USE FOR: 拿到新畫面設計稿或截圖時，作為 UI production pipeline 第 1 步。DO NOT USE FOR: 直接生成 normalized recipe 或 screen package（需先完成此步再進 family / MCQ 收斂）。

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UI Family 架構師 SKILL — 讀取 proof draft，為每個 visualZone 分配 structural family、themeStack 與 recipe seed，驗證 family 可用性，輸出 family-map 與 recipe 預填欄位。USE FOR: 在 ui-reference-decompose 完成後，進行 family 分派、family-map 產出與 recipe 選擇（UI pipeline Step 2）。DO NOT USE FOR: 直接產生 layout skeleton 或 asset 任務（需先完成此步）。

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Find the right skill for a capability. Load when a user or skill needs to check if a skill exists for a given task, when process-decomposer assigns skills to steps, or when agent-builder checks skill availability. Triggers on "what skill does this need", "find a skill for", "is there a skill that", "which skill handles", "does a skill exist for", "skill lookup", "check skill library". Prevents skill sprawl by always checking existing skills before creating new ones. The gatekeeper for all skill creation.

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Identify the right tool for a process step. Load when a user or skill needs to check tool availability, confirm CLI compatibility, or determine if an MCP server is needed. Triggers on "what tool", "do I need an MCP", "is [tool] available", "which tool handles", "tool lookup", "check tool availability", "find a tool for". Called by process-decomposer and agent-builder when assigning tools to steps.

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