Agentic Systems
Tool use, planning loops, LangGraph, AutoGen, MCP, memory and multi-agent orchestration — building autonomous AI systems that act.
5 articlesin Agentic Systems
From Chatbot to Agent: Adding Tools, Memory, and Planning to a Simple Chat Interface
A practical walkthrough of evolving a basic LLM chatbot into a capable agent — adding tool calling, persistent memory, and multi-step planning.
AI-Powered Code Review: Building a Review Bot That Actually Helps
How to build an AI code review system that catches real issues — architecture, prompt design, GitHub integration, and practical lessons.
Multi-Agent Architecture Patterns in Production
Orchestrator, supervisor, and swarm patterns for multi-agent systems with real trade-offs and failure modes.
MCP Servers: Building Tool-Using AI Agents with the Model Context Protocol
How MCP works, how to build MCP servers that expose tools to AI agents, and practical patterns for connecting LLMs to your systems.
Testing Autonomous Coding Agents: GitHub Copilot, Cursor, and Windsurf in Real Projects
A hands-on experiment comparing autonomous coding agents on real engineering tasks — multi-file refactoring, bug fixing, and feature implementation.