8am☕Coffee

Thinking Machines challenges OpenAI’s compute‑centric scaling strategy and contends that the first superintelligence will emerge as a “superhuman learner,” not merely from piling on parameters. The stance elevates learning efficiency, adaptability, and data‑efficient generalization over raw model size and compute budgets, reframing assumptions about how frontier capabilities and safety should advance.