Design

Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

Smart dialogue manager for user communication. Clarifies unclear requests, asks the right questions, provides progress updates. Use when starting new projects, handling unclear requests, or communicating build status.

PC and console game development principles. Engine selection, platform features, optimization strategies.

Personalize COG for your workflow - creates profile, interests, and watchlist files with guided setup (run this first!)

MCP (Model Context Protocol) server building principles. Tool design, resource patterns, best practices.

Quick capture of raw thoughts with intelligent domain classification and competitive intelligence extraction

Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases. Teaches thinking, not fixed SQL.

Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation

Modern React patterns and principles. Hooks, composition, performance, TypeScript best practices.

Native multi-agent orchestration using Claude Code's Agent Tool. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.

Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents. Use for creating new applications, scaffolding projects, or building features from scratch.

Vulnerability scanning principles. DAST, SAST, SCA selection and integration.

Build frameworks from scattered insights across all braindumps and notes

Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support

Deep line-by-line analysis of a function or method. Explains what each line does, why it's written that way, performance implications, edge cases, and design patterns. Use when user says "analyze-function", "analyze {function}", "deep dive on {function}", or "explain {function} line by line".

Renaming a global variable or function requires additional steps in decompilation projects or the build will fail. Use this skill when you want to rename a global variable or function.

Renaming a C file or associated header (.h) file requires additional steps in decompilation projects or the build will fail. Use this skill when you want to rename a C file and/or a header file.

Expert guidance for Plang programming language (plang.is). Use when the user asks about Plang syntax, wants to generate Plang code, needs help debugging Plang goals, wants to understand Plang patterns, or is working on Plang projects. Plang is a natural language pseudo-code language with goal-based architecture using SQLite databases.

Creates and manages ephemeral Neon databases for testing, CI/CD pipelines, and isolated development environments. Use when building temporary databases for automated tests or rapid prototyping.

Sets up Neon Auth for your application. Configures authentication, creates auth routes, and generates UI components. Use when adding authentication to Next.js, React SPA, or Node.js projects.