ET framework C# code authoring and review workflow. Use when creating or modifying Entity, Component, System, Helper, message handlers, package dependencies, assemblies, module analyzer boundaries, C# file placement, .meta handling, ECS layering, or component contract logic in WOW/ET packages.

Comprehensive guide for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys. Provides paragraph-level structural blueprints, writing patterns, venue-specific checklists, reviewer guidelines, LaTeX templates, and conference deadlines. Use this skill for all systems conference paper writing.

Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, ASPLOS, SOSP), use systems-paper-writing instead.

Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows.

Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building real-time app, building chat app, Express + React, Next.js API, Node.js backend, Python backend, Go backend, designing service layers, implementing error handling, managing config/auth, setting up API clients, implementing auth flows, handling file uploads, adding real-time features (SSE/WebSocket), hardening for production. DO NOT TRIGGER when: pure frontend UI work, pure CSS/styling, database schema only.

This skill should be used when the user asks to "test the harness", "run integration tests", "validate features with real API", "test with real model calls", "run agent loop tests", "verify end-to-end", or needs to verify OpenHarness features on a real codebase with actual LLM calls.

Use when creating, running, or managing CI/CD pipelines in KubeSphere DevOps, including pipeline API operations and run monitoring

Use when configuring ArgoCD in KubeSphere DevOps, including GitOps deployments, application management, SSO setup, or troubleshooting ArgoCD issues

Trae-compatible English PUA/PIP high-agency governance skill. Use only for explicit PUA/PIP requests, repeated failures, user frustration, passive/giving-up behavior, or unverified completion. Not for normal first-attempt tasks.

规划 WxJava 的版本升级与迁移，检查 BOM、模块依赖、Java 版本、配置与公共 API 兼容性，并提供可回滚的验证步骤。适用于用户从旧版升级、切换依赖管理方式、处理兼容性告警或制定升级发布计划时。

按 WxJava 的 Maven 多模块、Java 8、公共 API 兼容性和 TestNG 约定，为微信官方接口新增或维护 SDK 支持。适用于新增 Service API、请求响应 Bean、序列化、HTTP 实现、Starter 配置或回归测试时。

Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the privacy/cost/offline trade-offs. Based on Lesson 17 of AI Agents for Beginners. USE FOR: run an agent locally, offline agent, on-device agent, Foundry Local, Qwen function calling, local tool calling, local RAG, Chroma vector database, local MCP server, privacy-preserving agent, hybrid local and cloud agent, small language model agent, engineering assistant on my machine. DO NOT USE FOR: deploying agents to the cloud at scale (use deploying-scalable-agents / Lesson 16), building your first agent concept (Lesson 01), Foundry (cloud) hosted agents, GPU cluster / server-side inference provisioning.

When you need to write git commit messages, follow conventional commits format with clear descriptions.

Standardized process for committing changes and releasing a new version. Includes steps for bumping versions in package files, updating the CHANGELOG.md, ensuring the README.md is up to date, and creating git release tags. Use when the user asks to "prepare a release", "bump the version", or "release a new version".

Standardized process for committing changes and releasing a new version. Includes steps for bumping versions in package files, updating the CHANGELOG.md, ensuring the README.md is up to date, and creating git release tags. Use when the user asks to "prepare a release", "bump the version", or "release a new version".

Standardized process for committing changes and releasing a new version. Includes steps for bumping versions in package files, updating the CHANGELOG.md, ensuring the README.md is up to date, and creating git release tags. Use when the user asks to "prepare a release", "bump the version", or "release a new version".

Standardized process for committing changes and releasing a new version. Includes steps for bumping versions in package files, updating the CHANGELOG.md, ensuring the README.md is up to date, and creating git release tags. Use when the user asks to "prepare a release", "bump the version", or "release a new version".

Review or replace React useEffect calls, or enforce a no-direct-effect policy. Use for effect implementation, refactoring, or lint policy; excludes unrelated React work and non-React effect systems.

Use when creating an evidence-based candidate-account list or an offline sourcing plan from supplied account criteria and records.

Use when summarizing pipeline counts, supplied movements, risks, and review priorities from an offline snapshot or comparison period.