Desenvolvimento

Automated test generation, review, and execution for pytest-based projects.

Capture, acompanhe e priorize ideias no arquivo ROADMAP.md ignorado pelo git. Gatilhos incluem 'roadmap', 'ideias', 'ideias de funcionalidades', 'análise competitiva', 'o que devo construir' e 'backlog de funcionalidades'. Não é para gerenciamento de projetos ou revisão de código.

End-to-end clinical trial analysis workflow from CDISC SDTM/ADaM loading through ICH E9(R1) estimand-driven primary analysis to CONSORT 2025 regulatory-compliant reporting. Covers data preparation, FDA 2023 marginal vs conditional logistic regression, categorical tests with Boschloo, modern HTE/subgroup methods, missing-data sensitivity (MMRM, reference-based MI, Permutt tipping point), graphical

Python testing with pytest using uv package manager. Use when: (1) Running Python tests, (2) Writing test files or test functions, (3) Setting up fixtures, (4) Parametrizing tests, (5) Generating coverage reports, (6) Testing FastAPI applications, (7) Debugging test failures, (8) Configuring pytest options. Triggers: "run tests", "write tests", "test coverage", "pytest", "unit test", "integration

Run project commands with just. Check for justfile in project root, list available tasks, execute common operations like test, build, lint. Triggers on: run tests, build project, list tasks, check available commands, run script, project commands.

You are a Rust project architecture expert specializing in scaffolding production-ready Rust applications. Generate complete project structures with cargo tooling, proper module organization, testing

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

Memory consolidation cycle — Orient, Gather, Consolidate, Prune. Run periodically to keep memory files clean, deduplicated, and under size limits.

Test-Driven Development workflow - write tests first, then implementation

This skill should be used when the user is writing, reviewing, debugging, or architecting Rust code. Detects edition and toolchain from the project. Provides expert critique covering ownership, error handling, unsafe review, async correctness, trait design, type system patterns, performance, SOLID principles, and Cargo/workspace practices. Use when the user asks "critique my Rust code", "review th

Port PyTorch / CUDA diffusion, transformer, LLM, audio, or 3D models to Apple MLX for Apple-Silicon inference. Invoke whenever the user is working on an MLX port — scaffolding a `-mlx` fork, translating attention / RoPE / VAE / norm layers, setting up PyTorch vs MLX parity tests, diagnosing wrong numerics (black images, cyan textures, gray output, garbage tokens, shape-safe silent failures), picki

Automatically draft commit messages by analyzing git status and staged changes