Machine Heart

Apr 25, 2026 · Artificial Intelligence

Can Multi-Model Co-Evolution Shatter the Single-Model Ceiling? Squeeze Evolve Achieves Validator-Free SOTA Inference

The paper introduces Squeeze Evolve, a validator‑free multi‑model evolutionary framework that orchestrates diverse large language models to break the performance ceiling of any single model, delivering up to 23‑point accuracy improvements and 1.4‑3.3× cost reductions across math, vision, and scientific benchmarks.