1.6천건 · 관련도순
Isolate the root cause of ML performance drops, inconsistent evaluations, prediction errors, and training-serving mismatches across data, labels, splits, pipelines, models, metrics, and runtime behavior. Use when investigating a reproducible failure or regression, not routine model selection or general performance validation.
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Resolve repository documentation authority, repair reading paths and explanations, or shape a bounded public projection. Maintain docs after a bounded change when indirect reader promises, generated or paired sources, version/evidence boundaries, or unclear authority need attention. Ordinary known updates stay in normal development; not for isolated prose polishing, code review, or broad runtime audits.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
[Testing] Use when a workflow step or the user asks for runtime review of a UI, API, CLI or service against intended behavior. --rounds=0 reports only; --rounds=N bounds repairs.
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[Utilities] Use when asking about or configuring the .claude/.codex/.agents/.opencode skills framework: command discovery/help, runtime modes, scoped settings, commit reviews, hooks, workflows or skill visibility. Explains options; changes only requested settings.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use for deep Node.js / Express project analysis: boot flow, middleware order, async behavior, data layer, auth/security, and Node-specific runtime failure patterns.
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Use for deep Next.js analysis: server vs client boundaries, routing, data fetching, caching, rendering modes, and hydration/runtime issues.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use when upgrading dependencies — 'update framework X', 'bump runtime version', or 'upgrade packages'. Covers changelog review, breaking-change detection, and verification. Stack-agnostic.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Drive QA of a SwiftUI app on a real iPhone over USB - screenshot, read the accessibility tree, inspect @Observable state, tap, swipe, and type through an HTTP bridge embedded in the app under test. Use when asked to test an iOS app on a physical device, find bugs on the device, or expose a connected iPhone to a remote agent over Tailscale. Requires the ios-agent-qa runtime; not for simulator or XCTest work.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Research one agent harness's release (docs, source, runtime) and fill its capability cells in scripts/harness_capabilities.py with cited evidence. Use after a harness version bump, when just harness-probe reports re-research, or when capability cells read unknown.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Bun runtime, package manager, bundler, and test runner. Use when running scripts with bun, managing packages, serving HTTP with Bun.serve, querying databases with Bun.sql/bun:sqlite/Bun.redis, shell scripting with $, using S3/file I/O, writing tests with bun:test, bundling or compiling to executable, or using any Bun-specific API (spawn, glob, semver, FFI, workers, plugins, HTMLRewriter).
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Annotated Documents: optional experimental application for standalone HTML with evidence. Use when the user explicitly requests Annotated Documents or a kpopper HTML document with evidence, refreshes an existing kpopper document, or has a standing preference for this application. Generic HTML requests do not select it. Install the HTML runtime before use. Not for the record's own page or an ordinary website. Requests come in any language.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
kpopper Hub: optional experimental application for exploring the project record. Use when the user explicitly requests kpopper Hub or its record page, its graph, layout or verification, or has a standing preference for this application. Do not render automatically after mapping or recording. Install the HTML runtime before use. Not for ordinary HTML documents or a text answer from the record. Requests come in any language.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Apply when you catch yourself writing the same instruction a second time, or notice a recurring correction. Encode the rule as a lint, metadata flag, runtime check, or script instead of more text.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Explain how a subsystem works, trace a runtime flow, or determine where code and ownership belong before making a change.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds. Discovers available MCPs and queries each evidence category (source control, issue tracker, long-form docs, real-time chat, infrastructure observability, error tracking, product analytics warehouse) in parallel, then returns a cited read on decisions and tradeoffs. Use how for runtime behavior.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Build AI agents with LangChain v1 and LangGraph in Python. Use this skill whenever the user mentions LangChain, LangGraph, create_agent, init_chat_model, @tool, ToolRuntime, agent middleware, human-in-the-loop, structured output, MCP tools (langchain.mcp, MCPAdapter), RAG, multi-agent handoffs or subagents, checkpointers, Deep Agents (create_deep_agent) or Managed Deep Agents (mda, define_deep_agent). Also trigger for migrating from create_react_agent, LLMChain, AgentExecutor or langchain-mcp-adapters, stream_events, SummarizationMiddleware, and langchain-classic.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Initialize or repair the GEO-SEO Codex runtime for plugin and classic installer modes. Creates a Python virtual environment, installs requirements, verifies bundled scripts/templates, and explains optional PDF/browser dependencies.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Maintain English-source localization, adding Russian only when requested, with correct owner paths, variables, selectors, and runtime behavior.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Desenvolvimento moderno de JavaScript/TypeScript com runtime Bun. Cobre gerenciamento de pacotes, bundling, testes e migração do Node.js. Use quando trabalhar com Bun, otimizar velocidade de desenvolvimento JS/TS ou migrar do Node.js para Bun.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use when generating a single dense technical architecture, reference poster, or system diagram image for a software project. Produces a source-grounded bitmap diagram with topology, primitives, ingest/process flow, core logic, state scopes, tiers/modules, surfaces, runtime cards, and strict semantic color rules.
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OCM/OpenClaw envs: create, clone, upgrade, runtimes, services, logs, cleanup.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use when shipping a macOS app outside the App Store — Developer ID signing with hardened runtime, notarization with notarytool, stapling, building a clean drag-to-Applications DMG, and verifying the result launches on a stranger's Mac.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Audit or update this Windows computer's fixed third-party Codex helper toolchain when the user requests local helper-tool maintenance. Always show the complete registered list and obtain confirmation for each update group; exclude Codex itself and general runtimes unless explicitly added.
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Upgrade or synchronize Agent Skills, or determine a Skill's source and ownership across runtimes and roots. Use only for those lifecycle decisions. Do not use for installation, creation or editing, validation, inventory, usage statistics, general audits, cleanup, packaging, publishing, or ordinary file and package work.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.