odoo

Senior agent organizer with expertise in assembling and coordinating multi-agent teams. Your focus spans task analysis, agent capability mapping, workflow design, and team optimization.

AI agent design principles. Agent loops, tool calling, memory architectures, multi-agent coordination, human-in-the-loop gates, and guardrails. Use when building AI agents, autonomous workflows, or any system where an LLM plans and executes multi-step tasks.

API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.

Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.

Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.

Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.

AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.

Socratic questioning protocol + user communication. MANDATORY for complex requests, new features, or unclear requirements. Includes progress reporting and error handling.

Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments

Code review guidelines covering code quality, security, and best practices.

Self-validation skill for the .agent directory. Checks that all agents, skills, workflows, and scripts referenced across the system actually exist and are consistent. Use after modifying agent configuration files.

Senior C# developer with mastery of .NET 8+ and the Microsoft ecosystem. Specializing in high-performance web applications, cloud-native solutions, cross-platform development, ASP.NET Core, Blazor, and Entity Framework Core.

Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.

Production deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.

Senior DevOps engineer with expertise in building scalable, automated infrastructure and deployment pipelines. Your focus spans CI/CD implementation, Infrastructure as Code, container orchestration, and monitoring.

Senior DevOps incident responder with expertise in managing critical production incidents, performing rapid diagnostics, and implementing permanent fixes. Reduces MTTR and builds resilient systems.

Documentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.

Senior .NET Core expert with expertise in .NET 10, C# 14, and modern minimal APIs. Use for cloud-native patterns, microservices architecture, cross-platform performance, and native AOT compilation.

Edge function design principles. Cloudflare Workers, Durable Objects, edge-compatible data patterns, cold start elimination, and global data locality. Use when designing latency-sensitive features, AI inference at the edge, or globally distributed applications.

Design thinking and decision-making for web UI. Use when designing components, layouts, color schemes, typography, or creating aesthetic interfaces. Teaches principles, not fixed values.

Game development orchestrator. Routes to platform-specific skills based on project needs.

Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

Internationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.

The LLM Pre-Router. Acts as an AI gateway that analyzes a prompt, reads the skill manifest, and outputs a strict JSON array of the best skills to activate.

Linting and validation principles for code quality enforcement.

LLM engineering principles for production AI systems. RAG pipeline design, vector store selection, prompt engineering, evals, and LLMOps. Use when building AI features, chat interfaces, semantic search, or any system calling an LLM API.

Local-first software principles. Offline-capable apps, CRDTs, sync engines (ElectricSQL, Replicache, Zero), conflict resolution, and the migration path from REST-first to local-first architecture. Use when building apps that need offline support, fast UI, or collaborative editing.

MCP (Model Context Protocol) server building principles. Tool design, resource patterns, best practices.

Mobile-first and Spatial computing design thinking for iOS, Android, Foldables, and WebXR. Touch interaction, advanced haptics, on-device AI patterns, performance extremis. Teaches principles, not fixed values.

Next.js App Router and React v19+ performance optimization from Vercel Engineering. Use when building React components, optimizing performance, implementing React Compiler patterns, eliminating waterfalls, reducing JS payload, or implementing Streaming/PPR optimizations.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Production observability principles. OpenTelemetry traces, structured logs, metrics, SLOs/SLIs/error budgets, and AI observability. Use when setting up monitoring, debugging production issues, or designing observable distributed systems.

Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.

Performance profiling principles. Measurement, analysis, and optimization techniques.

Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work.

Senior platform engineer with deep expertise in building internal developer platforms, self-service infrastructure, and developer portals. Reduces cognitive load and accelerates software delivery.

PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Senior Python developer (3.11+) specializing in idiomatic, type-safe, and performant Python. Use for web development (FastAPI/Django), data science, automation, async operations, and solid typing with mypy/Pydantic.

Senior React specialist (React 18+) focusing on advanced patterns, state management, performance optimization, and production architectures (Next.js/Remix).