Summary
Is learning to build software still worth it as AI agents take over more of the coding? Cole Medin gives his answer: yes, but the skills that matter are changing.
The video starts with a viral GitHub repository that uses agents and an MCP server to reverse engineer applications. Medin argues that people are overreading it as proof that engineering is solved. Agents do well on that task because a perfect reference exists to check against, and most real work has no such reference. He says he has not written a line of code himself in over a year, yet he stays closely involved in planning up front and validating at the end.
The central point is that language models cannot read minds, so communicating intent is the durable skill. He warns against becoming a meat proxy, someone who pastes tickets into a coding agent and pastes the output back without applying their own thinking. He recommends building a harness around the agent that asks clarifying questions and checks results against intent, and giving agents references or examples wherever possible, sometimes called intent engineering. He demonstrates this with his own AI software factory and closes with a test for judging whether a skill is still worth learning. The sponsor segment shows Firecrawl’s new Alexandria knowledge library working through its MCP server in Claude Code.
📺 Source: Cole Medin · Published October 12, 2026
🏷️ Format: Opinion Editorial
