Research Funding

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

📅 August 16, 2026 📂 AI & Machine Learning

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.

Accountability AI Benchmarks Ouroboros Research Funding Self-Improving Systems

Mathematicians Are Panicking About AI. They’re Terrified of the Wrong Thing.

📅 August 4, 2026 📂 AI & Machine Learning

Mathematicians are panicking about AI threatening their field. But they’re terrified of the wrong thing. The real crisis isn’t automation — it’s that pure mathematics has spent decades refusing to justify its societal value, hiding behind ‘beauty for beauty’s sake.’ AI didn’t create this problem. It just made the question impossible to dodge. If your field’s only output is internal satisfaction, you don’t have a discipline. You have a hobby with a grant budget.

Academia Accountability AI Innovation Mathematics Research Funding