Nous Research achieves 2.5x LLM pretraining speedup without code changes

Nous Research reports a 2.5x LLM pretraining speedup via algorithmic optimization requiring zero architecture or code changes, suggesting broad compatibility across existing training stacks. Details on the method remain sparse, but if reproducible, this could significantly reduce pretraining compute budgets industry-wide. Independent verification is needed.