Karpathy

Reinforcement Learning from Verifiable Rewards (RLVR) emerged as a major new training paradigm in 2025, enabling LLMs to develop complex reasoning strategies and significantly improving capability-per-compute efficiency.

“Author of "Review of 2025"”

LLM Council is an open-source local web application that aggregates multiple LLMs into a council structure where models review each other's responses and a chairman model produces a final synthesized answer.

“Author of "LLM Council" in GitHub”