Development

为 msModelSlim 适配流程注入反量化能力。先识别模型权重是否可反量化，再实现反量化脚本并接入 model_adapter。当前仅覆盖 FP8 的 per-block 与 per-channel 两类；若格式不确定或无公开反量化规则，要求用户提供反量化脚本或浮点权重。

运行程序采集 Profiling 数据，再用 msprof-analyze 分析TFLOPS 与 MFU。

Install and verify the msmodeling development environment. Use when the user explicitly asks to install msmodeling dependencies, set up this repository, create `myenv` with `uv`, install this repository's `requirements.txt`, set project `PYTHONPATH`, or configure `HF_ENDPOINT`; if the user only says to install an environment, ask whether they mean msmodeling dependencies before proceeding.

Cria, implementa, corrige, moderniza e mantém interfaces de aplicações web baseadas no Tabler, sempre usando CDN para Tabler e dependências frontend de terceiros, com foco forte em usabilidade, acessibilidade, responsividade, consistência visual e manutenção segura. Use em telas, CRUDs, dashboards, formulários, tabelas, modais, navegação, layouts e revisões de UI/UX em projetos existentes ou novos.

Test and debug Meta Wearables DAT and Meta Ray-Ban Display apps, including MockDeviceKit, Developer Mode, registration, device discovery, sessions, camera streams, callbacks, and lifecycle issues.

Primary router and software architect for Ray-Ban Meta and Meta AI glasses projects. Use for planning, creating, integrating, reviewing, or debugging apps that target Meta Wearables Device Access Toolkit, camera/audio capabilities, MockDeviceKit, Meta Ray-Ban Display, or Wearables Web Apps.

Apply privacy, data-minimization, analytics/crash-reporting, developer-preview, testing-channel, and release considerations to Meta Wearables apps.

Build display experiences for Meta Ray-Ban Display, choosing between native DAT display integration and standalone Wearables Web Apps. Do not use for Ray-Ban Meta models without a display.

Build, integrate, review, or debug iPhone/iPad apps using Meta Wearables Device Access Toolkit (DAT) with Ray-Ban Meta and other supported Meta AI glasses.

Build, integrate, review, or debug Android apps using Meta Wearables Device Access Toolkit (DAT) for Ray-Ban Meta and other supported Meta AI glasses.

Implement camera, photo, live vision, audio, voice, and AI-assisted pipelines for Meta AI glasses while respecting SDK capabilities, latency, privacy, and mobile resource constraints.

Build, integrate, review, or debug iOS and Android applications for Meta AI glasses with the Meta Wearables Device Access Toolkit (DAT). Use for Ray-Ban Meta Gen 1/2 camera and mobile integrations, and route display work only to confirmed display-capable glasses.

Implement and test Ruby scripts, CLIs, libraries, and gems outside Rails or other web frameworks. Prefer the standard library and preserve existing dependencies and supported Ruby versions. Use for parsers, automation, streaming data processing, and idiomatic Ruby refactoring.

Implement, debug, test, or optimize Node.js CLIs, libraries, background workers, and HTTP services. Use for server-side JavaScript/TypeScript, async I/O, package tooling, Express/Fastify, and Node performance work. Preserve the project's language, module system, runtime target, and framework.

Build, scaffold, and structure cross-platform desktop applications using Electron with React and TypeScript. Use for Electron architecture, secure IPC, preload/contextBridge APIs, React renderers, packaging, or Electron security reviews. Preserve an existing build tool and conventions; electron-vite and electron-builder are suitable defaults for a new app, not requirements.

Especialista em criação, evolução, manutenção, depuração, revisão e otimização de aplicativos Android em Kotlin para smartphones, tablets, dobráveis, Android TV/Google TV, Android Auto e Android Automotive OS. Use quando a tarefa envolver arquitetura Android, Jetpack Compose, Views legadas, Gradle, modularização, performance, testes, acessibilidade, segurança, publicação ou adaptação entre formatos de dispositivo.

Create beautiful, accessible user interfaces with shadcn/ui components (built on Radix UI + Tailwind), Tailwind CSS utility-first styling, and canvas-based visual designs. Use when building user interfaces, implementing design systems, creating responsive layouts, adding accessible components (dialogs, dropdowns, forms, tables), customizing themes and colors, implementing dark mode, generating visual designs and posters, or establishing consistent styling patterns across applications.

Token architecture, component specifications, and slide generation. Three-layer tokens (primitive→semantic→component), CSS variables, spacing/typography scales, component specs, strategic slide creation. Use for design tokens, systematic design, brand-compliant presentations.

Use when working on Solana software, including one or more of: Solana client code using TypeScript, Rust libraries that use Solana crates, Anchor programs, Quasar programs, LiteSVM tests, including Rust program files, TypeScript tests, and Anchor.toml or Quasar.toml configuration. Designed to create minimal, reusable code without unnecessary duplication.

Gera especificações executáveis do sistema legado como contratos operacionais, em formato de pasta-por-unit com requirements.md, design.md e tasks.md. Use na fase de geração de uma análise de engenharia reversa.

Quinto agente do Time de Migração, em duas fases. Fase 1: detecta plataforma origem/alvo, apresenta os modos (literal, modernizado, híbrido) e exige decisão humana. Fase 2: gera as specs das telas (target_screens.md, deviation log e golden files quando há oráculo legado).

Transforma uma ideia em linguagem natural num documento de requisitos completo, ancorado nos artefatos da pipeline reversa. Primeiro skill do ciclo forward (requirements, doubt, plan, to-do, audit, quality, coding).

Gera um plano de reconstrução bottom-up a partir das specs do Reversa e executa cada tarefa sob demanda, uma por vez, preservando tokens. Use quando quiser reimplementar o software do zero a partir das especificações geradas. Ativação: /reversa-reconstructor

Esboça a abordagem técnica como delta sobre o legado, gerando roadmap, investigation, data-delta, onboarding e interfaces da feature ativa. Terceiro skill do ciclo forward, depois de `/reversa-requirements` e (opcionalmente) `/reversa-clarify`.