DeltaEvolve: When Evolution Learns Its Own Momentum
Opening — Why this matters now LLM-driven discovery systems have crossed an uncomfortable threshold. They no longer fail because models cannot generate ideas, but because they cannot remember the right things. AlphaEvolve, FunSearch, and their successors proved that iterative code evolution works. What they also revealed is a structural bottleneck: context windows are finite, expensive, and poorly used. ...