links 01/30

January 30, 2026

1. Korinek on the economics of transformative AI.
2. Cross-species cloning in ants.
3. Conservation laws for gradient flows.
4. Deep learning generalizes because the parameter function map is biased towards simple functions.
5. Critch on cooperative and uncooperative institution designs.
6. Old MIRI paper on formalizing convergent instrumental goals.
7. Deep learning as program synthesis..