Навыки: Разработка

NPU 性能分析数据采集技能。用于华为昇腾NPU上的 PyTorch 模型性能分析。 触发场景： - 用户需要采集 NPU 性能数据 - 用户提到 profiling、性能分析、tensorboard - 用户需要分析模型推理性能瓶颈 -...

Use when building any system that involves AI/model calls - integrates with brainstorming, planning, and TDD to ensure m...

Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models. Enables cost/q...

Audit the global agent configuration (CLAUDE.md / AGENTS.md, rules, settings, behavioral plugins) against the current of...

Use when the user names a specific ML model (e.g. DINOv3, SAM 2, Whisper, Qwen2-VL) and wants its real/official code, tr...

推荐模型昇腾NPU性能分析与优化，分析瓶颈点及图结构中的相似结构，找到融合算子和pass机会；并给出优化建议。触发场景：推荐模型在昇腾NPU上性能不达标或客户推荐业务迁移到昇腾需要调优吞吐和时延。支持推荐的推理和训练场景。

Guide for maintaining the MassGen model and backend registry. This skill should be used when adding new models, updating...

Heuristics for choosing the right model tier (haiku/sonnet/opus) when delegating to agents. Loaded by orchestrating comm...

Use when the operator explicitly wants to customise the native Codex model-capability-router policy.

Plan which model tier handles which work BEFORE execution begins — a high-cognition model deeply understands the problem...

Automatically applies when choosing LLM models and providers. Ensures proper model comparison, provider selection, cost...

当使用者说“这题该用什么模型”“A 和 B 哪个更合适”“要不要上机器学习”“我的模型选得对吗”时使用。基于已拆清的目标、变量、数据与验证条件，区分模型家族、算法和求解器，建立简单基线，比较至少两个有意义的候选，并给出条件式推荐与最低成本判...

Give the same motion brief to three AI models, keep each first try, render all three the same way and stack them into on...

Multi-model orchestration and model-switching strategy. Score-based model selection, reasoning-effort routing, cross-age...

用于诊断 PyTorch on NPU 大模型训练中的 NPU OOM（Out of Memory）问题。当用户报告训练因内存不足崩溃、出现 OOM 相关错误（OutOfMemoryError / NPU out of memory / w...

Summarize CodexBar local cost logs by model for Codex or Claude, including current or full breakdowns.

Summarize per-model usage and costs from CodexBar local data.

Working with model instances and fields

使用 CodexBar CLI 本地成本使用情况来汇总 Codex 或 Claude 的按模型使用情况，包括当前（最新）模型或完整的模型细分。当被要求提供 codexbar 的模型级别使用/成本数据，或需要从 codexbar cost J...

Check a published security model per repository: is it reachable via `AGENTS.md` → `SECURITY.md` at a named commit, and...

当使用者贴出数学建模题、数学建模竞赛题、研究问题或评分要求，说“帮我拆题”“这道题到底要什么”“有哪些隐含条件”“先别急着选模型”时使用。把原题整理成可核对的题面契约、变量与单位账本、子问题依赖图、歧义清单和下一步交接；区分原题事实、合理推...

Define Models Eloquent com relações, scopes, factories e multi-tenancy. Use quando precisar criar ou modificar models La...

Eloquent model conventions covering mass assignment, casts, relationships, section headers, and activity logging. Every...

Write clean, modern, and highly accessible HTML & JSX code

Modern Bash scripting with a functional programming mindset. Bash is essentially "string Lisp" - a language where everyt...

Build modern Next.js apps with App Router and best practices

Build clean, modern React components that apply common best practices and avoid common pitfalls like unnecessary state m...

Utilize built-in browser APIs (like Popover API, View Transitions etc) instead of building features manually via JavaScr...

Leverage standardized browser APIs over custom solutions or heavy dependencies

Create, analyze, or improve Makefiles for modern C/C++ projects using best practices from the gnaro project template. Us...

Guides C++ code toward modern idioms (C++20/23/26). Use when writing new C++ code, modernizing legacy patterns, or worki...

Write, review, and modernize C++ with repository-compatible language features, precise interfaces, RAII, explicit owners...

Transforms legacy Java code to modern idioms. Use when migrating Java versions, converting verbose POJOs/DTOs to records...

Modern ES6+ JavaScript features including classes, modules, destructuring, iterators, proxies, and latest ECMAScript fea...

Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iterato...

Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iterato...

Comprehensive guide for mastering modern JavaScript (ES6+) features, functional programming patterns, and best practices...

Guides writing, reviewing, and reasoning about modern Android UI code using Jetpack Compose. Covers best practices for s...

Use when writing, reviewing, or modernizing Kotlin code with recent language versions (2.0–2.4.x, including 2.4.10 and 2...

Modern Python development with uv, FastAPI, Pydantic, and clean architecture. Use for Python project setup, LLM app deve...

Astral社製ツール（uv, Ruff, ty）でPython開発環境を構築。プロジェクト作成、依存関係管理、コード品質改善、CI/CD設定時に使用。

Creates distinctive, human-quality websites using 2025 design philosophy—anti-design aesthetics, bold minimalism, organi...

Bring an aging pull request onto its current base and decide whether it should still exist: MODERNIZE, REWORK or CLOSE,...

Detects and modernizes outdated Move V1 syntax, patterns, and APIs to Move V2+. Use when upgrading legacy contracts, mig...

Update or correct an existing skill file based on judge feedback or improved understanding.

Plug-in vision for text-only models. Hard rule: when a file path or URL with an image extension (.png, .jpg, .jpeg, .web...

Desktop app that generates 3D models from images using local AI running entirely on your GPU

Plug-in web search, X (Twitter) search, and page fetch for models without native web access. Use whenever the task needs...