This foundational research is part of the core engine powering our multi-agent product: Sakana Fugu

Symphony also shines in large multi-agent workflows, where multiple agents work together on a single task.

Both illustrate how decomposing complex tasks across specialized agents can address problems that monolithic models handle poorly.

The architecture scales horizontally to 300 sub-agents executing across 4,000 coordinated steps simultaneously, a substantial expansion from K2.5's 100 sub-agents and 1,500 steps.

Sakana Fugu coordinates pools of frontier foundation models to achieve state-of-the-art performance across coding, mathematics, scientific reasoning, etc.

Building on AGP, we present Autogenesis System (AGS), a self-evolving multi-agent system that dynamically instantiates, retrieves, and refines protocol-registered resources during execution.

Building on AGP, we present Autogenesis System (AGS), a self-evolving multi-agent system that dynamically instantiates, retrieves, and refines protocol-registered resources during execution.

And it’s not just office work. Multi-agent tools like Google DeepMind’s Co-Scientist let researchers use teams of AI agents to coordinate literature searches, generate and test hypotheses, design experiments, and more.

scaling Muse Spark with multi-agent thinking enables superior performance with comparable latency.

Contemplating mode provides significant capability improvements in challenging tasks, achieving 58% in Humanity's Last Exam and 38% in FrontierScience Research.

scaling Muse Spark with multi-agent thinking enables superior performance with comparable latency.

Meta also explicitly highlighted parallel multi-agent inference as a way to improve performance at similar latency

tuning a standalone evaluator to be skeptical turns out to be far more tractable

we conduct a systematic evaluation of multiple reasoning models across three scenarios: (1) problems augmented with lengthy, irrelevant context; (2) multi-turn conversational settings with independent tasks; and (3) problems presented as a subtask within a complex task.