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.
ๅฝ็จๆทๆ็กฎ่ฆๆฑโๅ็ผฉ/็ฆ่บซ/็ฒพ็ฎๆไธช Agent Skill ็ Markdown ๆๆกฃโโๅจไธๆนๅๅ่ฝๅๆไธ้ไฝ skill ไธไธๆๅผ้โๆถไฝฟ็จใๅ ็่งฃ็ฎๆ skill ็็ๅฎ่ฝๅไธๅฎๅ จ่พน็๏ผๅๅจๅฟฝ็ฅ `tests/`ใ`plans/` ไปฅๅ็ฎๆ skill ็ `README.md`ใ`CHANGELOG.md` ็ๅๆไธ๏ผๅ็ผฉ `SKILL.md`ใ`references/*.md` ็ญๅทฅไฝๅ Markdown๏ผๅนถๆไธญ้ดไบง็ฉ้็ฆปๅฐ `.compact-bensz-skills/`ใโ ๏ธ ไธ้็จ๏ผ็จๆทไธป่ฆๆณๆฐๅขๅ่ฝใไฟฎๅค่ๆฌ้ป่พใๆน้ๆนไปฃ็ ใๆๅชๆณๅ็ผฉ้ skill ๆๆกฃใ
Review ESP32 firmware architecture for RTOS safety, memory management, error handling, and embedded best practices.
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CI ไฟฎๅค๏ผไบบ็ฑปๅบ็จ็คบไพ๏ผ๏ผไฝฟ็จ apply_patch ๅๆๅฐไฟฎๅคใ
ๅ็ซฏๅผๅไธๅฎถใ็ฒพ้ React/Vue/Next.js/Nuxt ็ญ็ฐไปฃๅ็ซฏๆกๆถ๏ผไธๆณจไบ่ง่ง็ณป็ปใ็ปไปถๅๅผๅใๅๅบๅผ่ฎพ่ฎกใๆง่ฝไผๅๅ็จๆทไฝ้ชใ็จไบๅ็ซฏๅบ็จๅผๅใUI ่ฎพ่ฎก่ฝๅฐใ่ฎพ่ฎก็ณป็ปๅฎ็ฐๅ้ซ่ดจ้็้ขไบคไปใ
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 โ skips versions already present.
Step-by-step guide for versioning and releasing packages using Changesets in the evo-web monorepo.
้ขๅคๅ ๆฃๆตไธๅฎ่ฃ ใๆ นๆฎ storyboard ๆฃๆตๅนถๅฎ่ฃ ้ขๅคไพ่ต๏ผlottie/3D/charts/gif ็ญ๏ผใๆจกๆฟๅๅบ็กไพ่ตๅทฒๅจ bootstrap ้ถๆฎตๅฎๆใ
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.
