Self-Improving Systems

The Ouroboros AI Isn’t Learning to Improve Itself. It’s Learning to Keep the Money Flowing.

The Ouroboros coding agent, which tops benchmarks by evolving its own harness, isn’t just a technical breakthrough—it’s a perfect metaphor for the self-referential funding loop that sustains AI research. The top comment on the paper nails it: ‘Named for the funding model.’ This article reveals the uncomfortable truth behind the hype.