Software & AI Evolution

Master Andrej Karpathy's latest AI breakthroughs to transform your daily coding workflow with cutting-edge paradigms. This course bridges the gap between traditional software engineering and advanced neural development. * **Software 2.0 implementation** using neural networks as code * **LLM-native architecture** for modern application development * **Tokenization strategies** to optimize model performance * **Agentic workflows** for autonomous coding tasks

7 sections ยท 19 lessons

Course outline

Software Paradigms

  1. Three Paradigms
  2. Prompt Programs
  3. Autopilot Migration

LLM Ecosystem

  1. Utility Analogy
  2. Operating Systems
  3. Mainframe Era
  4. Flipped Diffusion

Model Psychology

  1. Superhuman Memory
  2. Jagged Intelligence

Partial Autonomy

  1. App Anatomy
  2. Verification Loops
  3. Autonomy Horizon

Graph Engineering

  1. Agentic Loops
  2. State Graphs
  3. Human Checkpoints

Vibe Coding

  1. Natural Code
  2. Shipping Bottlenecks

Agent Infrastructure

  1. Agent Consumers
  2. Legible Interfaces

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