AI Agent Architectures & Patterns
A comprehensive guide to AI agent architectures — covering the ReAct loop, Andrew Ng's four agentic patterns, memory systems, multi-agent coordination, framework comparisons, and production engineering deep dives.
A comprehensive guide to AI agent architectures — covering the ReAct loop, Andrew Ng's four agentic patterns, memory systems, multi-agent coordination, framework comparisons, and production engineering deep dives.
A complete guide to AI agent capabilities — Tool Use (Function Calling), Model Context Protocol (MCP), Memory systems, RAG, and how to write production-grade agent skills from beginner to senior.
Master the art and science of Prompt Engineering — system prompt design, few-shot learning, Chain-of-Thought reasoning, structured output techniques, and developer workflow prompt templates.
A practical comparison of AI coding tools (Cursor, Windsurf, Copilot, Devin, Replit Agent) and frontier LLM models (Claude 3.5/3.7, GPT-4o/o3, Gemini 2.0, Llama 3) for modern software development.
A Senior Principal Engineer's comprehensive architectural guide to Vector Databases (HNSW, IVF-PQ, SCaNN), high-dimensional geometry, memory layout, and full-spectrum comparison with Relational (PostgreSQL/MySQL), Document (MongoDB), Key-Value (Redis), and Graph (Neo4j) engines.