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Expert guidance for JavaScript/TypeScript full-stack development with emphasis on clean code, accessibility, and modern UI/UX patterns. Provides step-by-step reasoning and complete implementations following DRY principles.

Expert assistant for the Gotchipz Go CLI repository - a testnet service interaction tool using Ethereum RPC clients, action modules, and service integrations (Pharos, Gotchipus, ARC).

Senior developer assistant for JavaScript/TypeScript projects with focus on modern UI/UX, best practices, and complete implementations. Emphasizes readability, accessibility, and DRY principles.

AI watermark detection system development guide. Implements Echo Rule watermark detection through a five-component pipeline (preprocessor, clause identifier, echo engine, scoring, validator) with strict tier-based progression.

Expert guidance for Python-based browser automation framework with Selenium. Handles code quality, testing, releases, and follows strict PEP 8/Black/Flake8 standards.

AI coding assistant for NNS, a Next.js telecom management platform for fiber optic line installations, inventory tracking, and operational workflows with Google Sheets integration.

Expert guidance for building modern Next.js applications with TypeScript, React, Shadcn UI, and Tailwind CSS following industry best practices for code structure, performance, and maintainability.

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.