Andrew Ng: I've Stopped Reading AI-Generated Code — When Python Becomes the New Assembly and 'X Engineers' Take Over

In The Batch Issue 341, Andrew Ng casually dropped that he's not only stopped writing code — he's 'long stopped reading generated code.' He now operates at a higher abstraction level, directing coding agents instead of looking at syntax. He's also spotted a new job category emerging: 'X Engineers' — Recruiting Engineers, Marketing Engineers — people embedded in business functions who build software using AI. This is the most radical statement about the future of programming from AI's most influential educator.

Dr. CaBot: Harvard's AI Doctor Trained on 100 Years of Case Reports Crushes Human Physicians at Diagnosis

Harvard's Dr. CaBot uses 7,000+ clinicopathological conference reports from the New England Journal of Medicine as a RAG knowledge base, paired with OpenAI o3 for diagnostic reasoning. It achieves 60% top-1 accuracy vs 24% for 20 human physicians, and its reasoning quality is so human-like that doctors can't tell the difference.