llm-architect
LLM application architecture expert for RAG, prompting, agents, and production AI systemsUse when "rag system, prompt engineering, llm application, ai agent, structured output, chain of thought, multi-agent, co...
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LLM application architecture expert for RAG, prompting, agents, and production AI systemsUse when "rag system, prompt engineering, llm application, ai agent, structured output, chain of thought, multi-agent, co...
Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and t...
Patterns for building multimodal AI applications that combine text, images, audio, and video. Covers vision APIs, audio transcription, and unified pipelines. Use when "multimodal AI, vision API, image understan...
Building production-ready Model Context Protocol servers that expose tools, resources, and prompts to AI assistantsUse when "mcp server, model context protocol, mcp tool, mcp resource, claude integration, ai to...
Patterns for running AI models locally in browsers using WebGPU, Transformers.js, WebLLM, and ONNX Runtime. Zero API costs, full privacy. Use when "on-device AI, browser AI, WebLLM, Transformers.js, WebGPU, edg...
Integrating local and cloud LLMs into Unity games for AI NPCs, dialogue, and intelligent behaviorsUse when "unity llm, llmunity, unity ai npc, unity local llm, unity sentis llm, unity chatgpt, unity gpt, c# llm...
Building AI-powered personalization systems: recommendation engines, collaborative filtering, content-based filtering, user preference learning, cold-start solutions, and LLM-enhanced personalized experiences....
Unified database migration skill. Use when user says "test migration", "push migration", "deploy migration", "reset local database", or "db push". Promotion pipeline local → staging → production with approval g...
Validates AI implementation plans before execution. Use when user says "check your plan", "validate this plan", "review the plan", or "is this plan good". Launches 5 parallel validators + devil's advocate.
RESTful API design patterns and best practices. Use when creating endpoints, designing APIs, or implementing routes.
Strategic compaction skill: suggests context compression at logical breakpoints. Use to suggest compaction at logical intervals during development sessions.
Database design, query optimization, migrations, and indexing. Use when designing schemas, writing queries, or managing migrations.
Backend development patterns for services, error handling, logging, caching. Use when building backend services, APIs, or microservices.
Enforces Tailwind CSS v4 standards, including CSS-first configuration and new utility syntax.
Manages Database Seeders with advanced support for JSON data sources, idempotency checks, and relationship mapping.
Automated security checklist and audit for Laravel/Filament applications, focusing on XSS, CSP, and IDOR.
Guidelines for creating and debugging Pest v4 Browser tests, including mobile viewports.
Creates or refactors Business Logic into Service classes using MCP-Aware standards.
Guidelines for analyzing and optimizing application performance (N+1, caching, Computed properties).
Standardizes Model Observers for handling side-effects of model events.
Guidelines for creating Filament 4 Resources with strict Separation of Concerns (SoC) and UI standards.
Automates the creation of Laravel Policies with strict typing and Role/Permission integration.
Standardizes Events and Listeners for decoupled architecture.
Validates code against the project's critical business logic (Multi-tenancy, RBAC, IDOR, SaaS Limits).
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