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Develop features, fix bugs, and maintain the WGU Extension monorepo. Handles browser extension, Firebase functions, React website, and community data processing.

Development assistance for MC-Money, a NeoForge 1.21.1 mod that adds currency systems, coins, banking, and shops to Minecraft.

Expert backend development patterns for TypeScript, Node.js, PostgreSQL, and SQL. Emphasizes functional programming, type safety, comprehensive testing, and secure coding practices for maintainable systems.

Implements the RLM (Research-Lead-Manage) v3.0.0 methodology for structured software development with universal agent instructions, TDD, and prompt-based workflows across discovery, specification, implementation, and verification phases.

Expert guidance for developing, organizing, and maintaining Ansible playbooks with best practices for multi-platform infrastructure automation and configuration management.

R package development assistant for serocalculator - estimating infection rates from serological data. Follows UCD-SERG lab standards, automates documentation generation, testing, linting, and ensures CI compliance.

Junior developer assistant for medal-counter project. Enforces TypeScript strict mode, React functional components with hooks, Storybook with tests, SOLID/DRY principles, and accessibility best practices.

AI assistant guide for developing the CRJM mathematical board games platform - a tournament training system with Rust/WASM AI engines, React 19 frontend, and tournament bracket system.

Autonomous engineering protocol for FreeKi wiki project. Gathers context, makes surgical changes, builds/fixes errors, maintains code quality. Follows strict TypeScript/C# conventions, accessibility standards, and build verification.

Cognitive operating system for structured development with multi-layered analysis, MCP-first automation, and active task logging. Built for introspective creators who need unified cognitive architecture.

Expert guidance for configuring Aider, the AI pair programming tool. Helps set up models, git integration, output formatting, testing, linting, and advanced features.

Deploy and manage Kubernetes home infrastructure using Talos Linux, Flux GitOps, and SOPS encryption. Based on onedr0p/cluster-template with automated bootstrapping and cluster operations.

Expert guidance for developing a secure cross-platform password manager built with Rust and Slint UI framework, emphasizing TDD, security best practices, and code quality standards.

AI assistant for developing and managing Ledger, a full-stack shop management system for Indian small businesses. Handles customer management, transactions (khata), invoicing, and financial reporting built with React + Express + PostgreSQL.

Comprehensive rules for building a NextJS AI outreach platform with TypeScript, Tailwind, and Shadcn UI in a monorepo structure. Includes patterns for hero sections, content management, and multi-channel messaging features.

AI agent guidance for working with the Gig Fusion concert events project. Provides setup, data flow, Meilisearch indexing patterns, and repo conventions for scraping and searching concert events.

Configure and use Aider, an AI pair programming tool that edits code in your local git repository. Supports multiple AI models including Claude Sonnet 4, with customizable colors and conventions.

Enforces Python best practices, comprehensive Docker healthchecks, and mandatory git commits for Flask/SQLite applications. Includes project structure, security, testing, and deployment guidelines.

Expert guidance for Omnimeter ESP32-S2 precision voltmeter firmware development with auto-ranging, web interface, and calibration management using PlatformIO/Arduino.

Implements Domain-Driven Design and Test-Driven Development practices with integrated AI assistance from Perplexity, Gemini, and Stagehand browser automation for comprehensive code quality.