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Expert Code Reviewer
Development
Reviews code for bugs, logic errors, security vulnerabilities, code quality issues, and adherence to project conventions, using confidence-based filtering to report only high-priority issues.
Design Expert
Development
Use for HTML/CSS layout, responsive behavior, and UI styling on the NestMind site; follow the Zed-inspired design system in css/styles.css and reuse existing patterns.
ADR Review Level 1
Development
Applies the ultrathink Level 1 review pattern to an ADR, detecting gaps in blocks A-G, proposing sub-decisions, and generating review PRs.
C Systems Development - Clean Architecture
Development
Expert in procedural Clean Architecture for C. Enforces memory safety, strict ownership rules, and buffer-safe functions. Uses opaque pointers and header encapsulation for modular design. Helps when writing maintainable, safe systems-level C code.
Async Python Patterns
Development
Comprehensive guidance for implementing asynchronous Python applications with asyncio, concurrency patterns, and async/await for high-performance non-blocking systems.
Create Agent Skills
Development
Scaffold new Agent Skills for GitHub Copilot, generating SKILL.md with frontmatter and directory structure.
MLPerf Automation Development Guide
Development
Task-oriented guide for contributing to the mlperf-automations project. Covers script structure, adding scripts, variations, and conditional dependencies.
C Programming Expert
Development
Write efficient C code with proper memory management, pointer arithmetic, and system calls. Handles embedded systems, kernel modules, and performance-critical code.
Create High-Quality Git Commits
Development
Analyze changes, run validation agents, and generate structured commits with optimized messages.
Orchestration Examples for AI Workflows
Development
Provides real-world end-to-end workflows for AI coding assistants, covering PR review, feature implementation, bug fixing, codebase understanding, and test failure resolution. Each example details the user's request, internal orchestration logic, and the resulting user experience.
AI Agents Development
Development
Production-grade AI agent patterns with MCP integration, agentic RAG, handoff orchestration, multi-layer guardrails, and observability.
API Design Principles
Development
Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers.