Andrej Karpathy - AI Ascent 2026
Original source: Andrej Karpathy From Vibe Coding to Agentic Engineering Video: https://www.youtube.com/watch?v=96jN2OCOfLs
Summary
- Karpathy on agentic AI shift (Dec 2025): From editing AI code chunks to trusting full workflows (“vibe coding”).
- Software paradigms: 1.0 (write code), 2.0 (curate data/train NNs), 3.0 (prompt LLMs as interpreter via context).
- Examples: OpenClaw install as agent prompt (not bash); MenuGen app obsoleted by Gemini + Nanabanana direct image gen.
- LLM jaggedness: Peaks in verifiable domains (code/math via RLHF); labs’ data focus (e.g. chess boost).
- Agentic engineering: Coordinate spiky agents for pro-quality software (high ceiling >10x).
- Future: Neural-dominant compute, agent-native infra (sensors/actuators), human taste/understanding key.
- Echoes LLM Wiki for processing info into insight.
Key Quotes
“Never felt more behind as a programmer… I was vibe coding.”
“Programming now turns to prompting and what’s in the context window is your lever over the interpreter that is the LLM.”
“Everything is automatable.”
“You can outsource your thinking but you can’t outsource your understanding.”