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Performance optimization rules for THREE.js and graphics programming. Covers mobile-first optimization, fallback patterns, memory management, render loop efficiency, and general graphics best practices for smooth 60fps experiences across devices.

Expert guidance for writing clean, maintainable Ansible playbooks following industry conventions and best practices

Development guidelines for gatsby-theme-chronogrove, a personal website/blog Gatsby theme with widget system

Configuration for Aider AI pair programming using Google Gemini models with custom commit message formatting and dark mode

Manage launchd agent for dotfiles auto-sync - check status, start/stop services, view logs. Handles macOS launchd automation for GitHub dotfiles synchronization.

Convert raw Nanopore signal data (FAST5/POD5) to nucleotide sequences using Dorado basecaller. Covers model selection, GPU acceleration, modified base detection, and quality filtering. Use when processing raw Nanopore data before alignment. Note - Guppy is deprecated; use Dorado for all new analyses.

Automatically creates comprehensive documentation for completed features, bug fixes, and session handoffs to prevent context loss and documentation debt.

Zero-config persistent memory for Claude with automatic 84% cost savings through 6x context compression. Use for remembering project context, reducing API token costs, tracking learned patterns, managing memories across sessions, and curating/cleaning up memories.

Batch promote open source projects to tech weeklies and communities using GitHub CLI. Searches for weeklies, extracts project info, generates tailored submissions, and creates GitHub issues or comments automatically.

Framework for designing safeguards in autonomous systems including kill switches, resource limits, anomaly detection, and human-in-the-loop patterns.

Interview users about emergent behaviors that have become beloved or expected, and register them in the Canon of Flaws for protection against "optimization."

Generate comprehensive R tutorials for specialized applications including health economics (CEA), qualitative research, signal processing, and environmental epidemiology. Creates domain-specific tutorials with theory, practice workflow, and proper terminology. Handles TreeAge, text mining, wavelet, VMD, DLNM, WQS, BKMR methods.

Mandatory workflow for creating LLM-facing content. Follow the 4-step process (objective → draft → verify → adjust) before writing any prompt, skill, tool description, or system instruction. Triggers on requests to create or revise skills, prompts, agent workflows, or any content that will be sent to an LLM repeatedly.

A properly formatted skill with valid YAML frontmatter and complete markdown body content for demonstration purposes.

Enforces comprehensive documentation as part of work completion for features, bug fixes, and session handoffs to prevent context loss and enable seamless continuity across sessions.

Code quality validation through linting, type checking, and build verification. Multi-language support for automated quality gates. Use when validating code quality: - After implementation to validate code meets standards - Before creating pull requests or commits - When debugging build/type/lint issues - User explicitly requests quality checks Provides language-specific tool commands and validation workflows for: - JavaScript/TypeScript (ESLint, tsc, build tools) - Python (Ruff, MyPy, Pyright) - Go (golangci-lint, go build) - Rust (Clippy, cargo check/build) - Java (Gradle, Maven) Focuses on detecting issues early through systematic automated checks.

A recovered skill that demonstrates handling of malformed YAML content and provides guidance on YAML syntax validation and error correction.

Military-style Situation Report (SITREP) generation for multi-agent coordination. Creates structured status updates with completed/in-progress/blocked sections, authorization codes, handoff protocols, and clear next actions. Optimized for complex project management across multiple AI agents and human operators.

AI coding assistant for NoETL workflow automation framework - handles playbook development, server/worker architecture, plugin creation, and distributed execution patterns

Complete Aider AI pair programming assistant configuration with all available settings for model selection, git integration, output formatting, and workflow automation.