Thoughts on technology, creativity, and the things I'm learning along the way.
A long-horizon RL environment where a small model learns to manage an insurance sales pipeline against an LLM buyer, scored by revenue closed instead of by an LLM judge. The trained model vastly outperforms the untrained base, and the gap widens as the eval gets harder.
12 min read
What Karpathy's autoresearch really means, where agent systems are headed, and an open-source harness that ran 550 experiments over a weekend.
8 min read
A Mac Mini, some markdown files, and seven communication channels. Inside the setup that gives me a 24/7 AI assistant that monitors my email, iMessage, WhatsApp, and Twitter - and actually does useful things.
12 min read
Two frontier agents, a pile of bugs, and a reality check on the future of autonomous AI research.
7 min read