Machine Learning Guide

Agentic engineering shifts the developer role from manual coding to orchestrating AI agents that automate the full software lifecycle from ticket to deployment. Using Claude Code with MCP servers and git worktrees allows a single person to manage the output and quality of an entire engineering organization. Links Notes and resources at ocdevel.com/mlg/mla-24 Try a walking desk - stay healthy & sharp while you learn & code Generate a podcast - use my voice to listen to any AI generated content you want The Shift: Agentic Engineering Andrej Karpathy transitioned from "vibe coding" in February 2025 to "agentic engineering" in February 2026. This shift represents moving from casual AI use to using agents as the primary production coding interface. The goal is to automate the software engineering lifecycle, allowing a single person to manage system design and outcomes while agents handle implementation. Tooling and Context Efficiency Minimize MCP servers to preserve context. 12 active servers consume