Desenvolvimento

Context handoff for fresh sessions. Saves unsaved session knowledge to notebook, then produces a short orientation block to paste into a new chat. Use when user says '/memento', 'hand off context', 'prepare for fresh chat', 'save and brief', or before clearing context. NOT for: recovering context (use /notebook recover) or saving a single note.

Educational code development skill that teaches programming concepts while building applications. Use when the user wants to learn how code works, understand programming concepts, or build an app with detailed explanations. Provides line-by-line breakdowns, explains the 'why' behind code patterns, uses pedagogical teaching methods, and builds apps incrementally with educational commentary at each

Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2. Identify genes with dynamic expression patterns. Use when analyzing time-series or longitudinal expression data.

Verification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness.

Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing, thermostability measurements, enzyme activity assays, or protein sequence optimization. Also use for submitting experiments via API, tracking experiment status, downloading results, optimizing protein sequences for bet

Domine Python asyncio, programação concorrente e padrões async/await para aplicações de alto desempenho. Utilize ao construir APIs assíncronas, sistemas concorrentes ou aplicações com uso intensivo de I/O que exigem operações não bloqueantes.

Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.

Rubrica de revisão de PR em nível de Staff: correção, contrato, clareza, testes e raio de impacto. Use ao revisar código (seu ou de outros) antes da fusão.

Gera testes unitários automatizados para projetos Java (JUnit 5 + Mockito). Use quando o usuário solicitar a escrita de testes unitários, a geração de casos de teste ou o aumento da cobertura de teste.

Universal coding standards, best practices, and patterns for TypeScript, JavaScript, React, and Node.js development.

Four-phase debugging methodology with root cause analysis. Use when investigating bugs, fixing test failures, or troubleshooting unexpected behavior. Emphasizes NO FIXES WITHOUT ROOT CAUSE FIRST.

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