Research

Drive quantitative analysis, factor diagnostics, and reporting for ATFT-GAT-FAN outputs.

Analyze GRPO training runs for learning dynamics and pipeline performance. Use when diagnosing training issues, reviewing Elo progression, checking throughput, or updating experiment results.

Docker and Docker Compose reference for container deployment, networking, volumes,and orchestration. Includes Proxmox hosting and LXC comparison patterns.Use when working with docker-compose.yaml, Dockerfiles, troubleshooting containers,or planning container architecture.Triggers: docker, compose, container, dockerfile, volume, network, service, lxc.

Use when writing systematic review manuscript sections following PRISMA 2020 guidelines. Covers abstract, introduction, methods, results, and discussion drafting for medical journals. Invoke for academic writing assistance.

This skill should be used when validating user prompts, plans, or requests before execution. It conducts independent validation, questions assumptions, references official sources and documentation, identifies potential issues, and presents revised recommendations to ensure accuracy and completeness.

Automated content publishing pipeline for ID8Labs. Generates essays in Eddie's voice, publishes to id8labs.app, and distributes to social media (X, LinkedIn). Triggers on keywords like release, announce, publish, essay, research article, content pipeline.

Structured code review output format for the reviewer agent. Provides APPROVED/ISSUES format with file:line references. Use when: reviewing code changes, code quality checks, architecture compliance checks, approving code for merge, identifying critical/major/minor issues.

This skill should be used when the user asks about "MakerKit patterns", "CLAUDE.md files", "what MCP tools are available", "how does MakerKit structure", "personal vs team accounts", "RLS patterns in MakerKit", or needs quick reference for MakerKit conventions.

Research GitHub, GitLab, and Bitbucket repositories using DeepWiki MCP server. Use when exploringunfamiliar codebases, understanding project architecture, or asking questions about how a specificopen-source project works. Provides AI-powered repo analysis and RAG-based Q&A about source code.NOT for fetching library API docs (use fetching-library-docs instead) or local files.

[REPLACE] Teach concepts and demonstrate patterns with examples. Use when [REPLACE with specific triggers].

Complete TRUST 4 principles guide covering Test First, Readable, Unified, Secured. Validation methods, enterprise quality gates, metrics, and November 2025 standards. Enterprise v4.0 with 50+ software quality standards references.

Research external APIs/services/libraries for feature implementation. Interviews user, researches options, confirms choice, gathers implementation notes. Creates .claude/plans file.

Store and retrieve documents using ChromaDB for RAG workflows. Use for persistent memory, research storage, and semantic search.

Systematic debugging methodology that eliminates guessing and speculation. Add instrumentation to gather specific data that fully explains the problem. Evidence before hypothesis. Observation before solution.

Generate Nature-style academic HTML publications from notes, data, or drafts. Use when asked to create a manuscript, publication, paper, or formal scientific document.

Draft a Conventional Commits message from either a short summary of changes or by inspecting the local git diff. Use when the user wants a commit message formatted as type(scope): subject, with optional body and footers for breaking changes or issue references.

Kyle's R coding style guide combining tidyverse conventions with personal preferences. Use when writing or reviewing R code to ensure consistency with preferred style patterns.

Extracts C++ code snippets, lists classes and functions, and provides source code references for comprehensive C++ codebase analysis. This skill should be used when analyzing any C++ source files to understand code structure, extract reusable components, and generate structured documentation.

iOS Human Interface Guidelines reference. Use when designing mobile UI, validating touch targets, implementing gestures, or ensuring iOS compliance.

AI image generation using Google's Nano Banana Pro (Gemini 3 Pro Image).Generates research visualizations, lab graphics, hero banners, and academic imagery.USE WHEN: user says "generate image", "create visual", "nano banana","research graphic", "hero image", "AI image for".