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Write a toy agentic code editor in Python, similar to Claude Code or Cursor's agent mode. Understand how agents work from scratch by using the free Google Gemini API to create an LLM-powered code agent. You'll use function calling and feedback loops to build an agent that can find and fix bugs in a real project!

Lane is a back-end engineer and the lead instructor of Boot.dev. He has taught over one million students worldwide, on Boot.dev, FreeCodeCamp, YouTube and the Backend Banter podcast. Lane worked as a backend engineer writing Go, Python and TypeScript, then moved into engineering management and a couple of years later left to build Boot.dev full-time.
18+ lessons
Interactive
Included
Free
Build a toy agentic code editor in Python using the Gemini API
Understand the fundamentals of LLMs and their application in coding tools
Implement function calling in your AI agent to modify and execute Python code
Create a feedback loop for your agent to enhance its bug-fixing capabilities
Basic Python programming knowledge
Understanding of programming fundamentals
Basic familiarity with APIs
Python developers wanting to understand AI agent architecture
Backend developers learning modern AI integration techniques
Developers who learn by building real coding tools, not watching videos
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