Desenvolvimento

Use when assessing blast radius of changes, when understanding WHY code was written a certain way, when planning risky modifications, or when a refactor could have hidden side effects. Traces WHAT changes, WHY it exists (git archaeology), and HOW RISKY the area is (churn + ownership metrics). Keywords: impact analysis, blast radius, risk assessment, code archaeology, why was this written.

Use when you need maximum quality from a smaller/cheaper model — generates training data from a teacher model and fine-tunes a student model weights. Common scenarios - distilling GPT-4 quality into a cheaper model, generating training data from a strong teacher to fine-tune a weak student, reducing inference costs by replacing an expensive model with a fine-tuned small one, or building a producti

Gera um protocolo de teste de imersão para sessões de jogo estendidas, definindo o que observar, medir e registrar para identificar vazamentos lentos, efeitos de fadiga e casos de borda que só aparecem após jogo sustentado. É usado principalmente nas fases de Polimento e Lançamento.

Use when encountering any bug, test failure, error, or unexpected behavior - before proposing fixes. Requires root cause investigation first.

Build a conversational AI assistant with memory and state. Use when you need a customer support chatbot, helpdesk bot, onboarding assistant, sales qualification bot, FAQ assistant, or any multi-turn conversational AI. Also used for chatbot remember previous messages, conversational AI keeps forgetting context, build a helpdesk bot that actually works, chatbot drops context after a few turns, Inter

Orquestra a equipe de QA em um ciclo de testes completo, coordenando líderes de QA para estratégia e planos de teste, e testadores para escrita de casos de teste e relatórios de bugs. Isso garante um pacote de QA completo para sprints ou funcionalidades, cobrindo geração de plano de teste, escrita de casos de teste, smoke checks, execução manual de QA e relatórios de aprovação.

Auto-moderate what users post on your platform. Use when you need content moderation, flag harmful comments, detect spam, filter hate speech, catch NSFW content, block harassment, moderate user-generated content, review community posts, filter marketplace listings, or route bad content to human reviewers. Also used for build content moderation system, UGC moderation at scale, user-generated conten

See exactly what your AI did on a specific request. Use when you need to debug a wrong answer, trace a specific AI request, profile slow AI pipelines, find which step failed, inspect LM calls, view token usage per request, build audit trails, or understand why a customer got a bad response. Covers DSPy inspection, per-step tracing, OpenTelemetry instrumentation, and trace viewer setup., debug slow

Use Qdrant as a vector database with DSPy, or connect any vector DB (Pinecone, ChromaDB, Weaviate) with custom retrievers. Use when you want to set up Qdrant, QdrantRM, dspy-qdrant, vector database for DSPy, vector search, hybrid search, or build custom retrievers for Pinecone, ChromaDB, or Weaviate. Also used for qdrant, dspy-qdrant, QdrantRM, vector database, vector search, pinecone DSPy, chroma

Use when running /rune:strive with --worktree flag or when work.worktree.enabled is set in talisman. Use when a worker's direct commit fails due to parallel isolation conflicts, when a merge conflict is detected during wave merge (merge broker escalation), or when branches from multiple workers need sequential merging into the feature branch. Covers: worktree lifecycle, wave-based execution, merge

Padrões de máquina de estados para Unity, incluindo estados hierárquicos, transições assíncronas e segurança na limpeza.

Fetch (or refresh) registered team-profile sources — git clone on first run, shallow git fetch + reset on subsequent runs — and register discovered profiles under a namespace. TRIGGER when the user says "sync team profiles", "pull the latest team profiles", "refresh team profiles", "update team profiles", "sync from <team-name> profile source", "fetch profiles from the team repo", "/nyann:sync-tea