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Pipeline memory and continuous learning system using RAG (Retrieval-Augmented Generation). Stores all pipeline artifacts (research, ADRs, solutions, results) in vector database for semantic retrieval.…
Enforces project React coding conventions automatically when creating or modifying React components. This skill should be used proactively whenever working with .tsx/.jsx files to ensure consistent co…
Redis performance optimization and best practices. Use this skill when working with Redis data structures, Redis Query Engine (RQE), vector search with RedisVL, semantic caching with LangCache, or opt…
Generate LLM-backed release notes between git tags using the repo release-scripts. Use when asked for changelogs, release notes, or summaries between two tags.
Plans resource allocation and agent assignments to tasks. Use when you need to allocate agents to tasks, balance workload, or plan resource usage. Considers task dependencies, agent capabilities, and …
Use when preparing executive reports, evaluating investments, or calculating ROI/break-even/payback period. 30-minute analysis (87.5% time saving). Includes scenario analysis.
**Manage RSS subscriptions and news monitoring**. Subscribe to RSS/Atom feeds, or monitor keyword-based news updates.
Runs Python scripts and manages projects using uv. Use when asked to run a python script, execute python code, run pytest, or install packages. Always uses uv instead of pip or bare python.
Expert in Retrieval-Augmented Generation systems - knowledge bases, chunking strategies, embedding optimization, and production RAG architectures
Enter todo recording mode to capture ideas without acting on them. Use when the user says "record todos", "let's capture some todos", "brainstorm mode", or wants to dump ideas without immediate execut…
Implements Redis for session storage, caching, rate limiting, and Bull job queues. Use when: implementing caching layers, session management, background jobs, rate limiting, pub/sub messaging, or idem…
Use Spec Kit to create or append to existing specifications for requirements definition and specification creation (including specification formulation, writing of specification documents, and specifi…
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Multi-agent orchestration system that coordinates PM, Architect, DevOps, QA, Tech Lead, and Security agents for complex tasks. Use when building full products, creating SaaS applications, or any end-t…
Triggered when the user executes the /ruanzhu command or requests to generate a software copyright source code document. Provides the DOCX generation specification for software copyright source code.
Build cross-platform desktop applications with Rust using Tauri framework and native GUI alternatives
Consulta ao corpus RAG do projeto. Busca conhecimento em decisoes, documentacao, learnings e padroes armazenados. Use quando: buscar decisoes passadas, encontrar documentacao, recuperar padroes.
Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.
Parse regulatory document templates (PDF/DOCX) into structured markdown and extract section hierarchies using semtools. Use when tasks involve: analyzing regulatory templates, extracting document stru…
Transform research ideas into actionable experiments with hypotheses, iteration rewards, and completion criteria. Use when brainstorming experiments, designing research plans, converting vague ideas i…
Generates Request for Comments documents for technical proposals including problem statement, solution design, alternatives, risks, and rollout plans. Use for "RFC", "technical proposals", "design doc…
Generates novel ideas and creative solutions to problems. Applies lateral thinking, SCAMPER, first principles, and ideation frameworks to break conventional patterns. Audits ideas for originality, fea…
Spec-driven task management for features and breaking changes using OpenSpec format. Use when creating new features, planning breaking changes, organizing development work, or managing project tasks w…
Install Rust toolchain, configure projects, and set up proper directory structure