2025 Andrej Karpathy Vibe Coding
RLVR Emergence: Long-duration RL with automated verification rewards instead of human feedback → Jagged Intelligence: LLMs become dramatically smarter only in specific verifiable domains → Intelligence 'jaggedness' → Declining benchmark reliability → Claude Code: A turning point where local agents prove more practical than cloud-based solutions.

Seonglae Cho

