#context-management
-
Full Walkthrough: Workflow for AI Coding — Matt Pocock
Matt Pocock's 96-minute AI Engineer workshop (1.6M views): a complete idea-to-production workflow for AI coding, built on the thesis that 20-year-old software engineering fundamentals — not new AI paradigms — are what make agents work (Pragmatic Programmer, Fowler, Brooks, Ousterhout cited throughout; closing advice: "head to Amazon and just buy a ton of those old books").
-
How I use LLMs
Karpathy's 2h11m general-audience sequel to Deep Dive into LLMs (2.7M views, Feb 2025): a hands-on tour of the LLM app ecosystem — ChatGPT as the feature-rich incumbent, plus Claude, Gemini, Grok, Perplexity, DeepSeek, Le Chat — organised by what goes into the context window, not by vendor.
-
Deep Dive into LLMs like ChatGPT
Karpathy's 3.5-hour general-audience deep dive (9.7M views, Feb 2025): the full ChatGPT pipeline — pretraining (internet → tokens → next-token prediction), supervised fine-tuning (conversations → an assistant persona), and reinforcement learning (practice problems → emergent reasoning) — mapped throughout onto how children learn from textbooks: exposition, worked examples, practice problems.