Experiments
Hands-on explorations with AI tools, agent frameworks, coding assistants, and emerging techniques.
5 articlesin Experiments
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.
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.
Building a Personal AI Knowledge Base
How to build a personal RAG system over your notes, bookmarks, and documents — using embeddings, vector search, and a conversational interface.
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.