Fine-tune a DPA3 model in DeePMD-kit using the PyTorch backend. Use when the user wants to adapt a pre-trained DPA3 model to a new downstream dataset. Supports fine-tuning from a self-trained DPA3 model (.pt checkpoint), from a multi-task pre-trained model, or from a built-in pretrained model downloaded via `dp pretrained download` (e.g., DPA-3.1-3M, DPA-3.2-5M). Covers single-task and multi-task fine-tuning workflows.
"Aggregate quotes from Uniswap V3/V4, ParaSwap, 0x, 1inch, and OKX for best execution."
Generate Quantum ESPRESSO DFT input tasks from a user-provided structure plus user-specified DFT settings. Use when the user wants to prepare QE calculations such as SCF, NSCF, relax, vc-relax, MD, bands, DOS, or phonons starting from a structure file or coordinates together with pseudopotentials, functional choice, cutoffs, k-point settings, smearing, spin/charge, and convergence parameters. This skill prepares the QE task only; use a separate submission skill such as dpdisp-submit to submit the generated task.
当用户明确要求“压缩/瘦身/精简某个 Agent Skill 的 Markdown 文档”“在不改变功能前提下降低 skill 上下文开销”时使用。先理解目标 skill 的真实能力与安全边界，再在忽略 `tests/`、`plans/` 以及目标 skill 的 `README.md`、`CHANGELOG.md` 的前提下，压缩 `SKILL.md`、`references/*.md` 等工作型 Markdown，并把中间产物隔离到 `.compact-bensz-skills/`。⚠️ 不适用：用户主要想新增功能、修复脚本逻辑、批量改代码、或只想压缩非 skill 文档。
Review ESP32 firmware architecture for RTOS safety, memory management, error handling, and embedded best practices.
前端开发专家。精通 React/Vue/Next.js/Nuxt 等现代前端框架，专注于视觉系统、组件化开发、响应式设计、性能优化和用户体验。用于前端应用开发、UI 设计落地、设计系统实现和高质量界面交付。
Operate Sui public JSON-RPC through UXC with OpenRPC-driven discovery, mainnet fullnode defaults, and read-only query plus pubsub subscription guardrails.
Build the server/runtime side of a Remix app. Use when creating `server.ts`, composing router middleware, defining request context types, wiring sessions/auth/uploads at the request boundary, or deciding what belongs in middleware versus route code.
Define and use the route contract of a Remix app. Use when authoring `app/routes.ts`, naming route keys, nesting route groups, choosing between `route()`, `form()`, `resource()`, and `resources()`, generating URLs with `href()`, or mapping controllers and actions to routes in `app/router.ts`.
Explain Remix as a fullstack web framework and route broad app-building tasks to the right Remix skills. Use when starting a new Remix app, orienting to the framework, scoping a feature, or deciding whether work belongs in project layout, UI, server, routing, data, auth, files, or security.
Download and extract Tcl source trees (8.4, 8.5, 8.6, 9.0) to tmp/ for test suites and bytecode reference. Idempotent — skips versions already present.
Step-by-step guide for versioning and releasing packages using Changesets in the evo-web monorepo.
额外包检测与安装。根据 storyboard 检测并安装额外依赖（lottie/3D/charts/gif 等）。模板和基础依赖已在 bootstrap 阶段完成。
Package source files into plugin directories using release-mapping.yaml. Use when preparing a plugin release.
Configure SDLC team formation for this project. Recommends and installs team plugins based on project type.
Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.
Comprehensive guide for choosing, installing, wiring, and troubleshooting XamlToCSharpGenerator (AXSG) packages in Avalonia projects. Use when Codex needs to add AXSG to an Avalonia app, select among the public AXSG packages or tooling artifacts, configure SourceGen MSBuild switches, set up runtime or hot reload support, embed AXSG editor/language-service tooling, or compose lower-level compiler/runtime packages in this repository.
Transform overwhelming client feature wish lists into structured MVP/Phase 2/Phase 3 plans with time estimates, preventing scope creep and creating profitable upsell opportunities.
Create automated onboarding sequences, information gathering forms, kickoff meeting agendas, requirements documentation templates, and progress update schedules that make clients feel they made the right $15K decision.
This skill provides guidance for creating CoreWars warriors that achieve target win rates against multiple opponents. Use this skill when tasked with writing Redcode warriors, optimizing CoreWars strategies, or achieving specific win rate thresholds against a set of opponents. The skill covers systematic opponent analysis, parameter tuning methodologies, and common pitfalls in warrior design.
Revision and editing assistant for Crucible-drafted novels. Use when author has completed a first draft and wants to revise, edit, or polish their manuscript. Handles developmental editing, line editing, copy editing, and final polish. Triggers on "edit my novel," "revise chapter X," "polish my manuscript," "help me edit," or when user has completed draft chapters and wants to improve them.
