Tag: case-study
All the articles with the tag "case-study".
Learned Orchestration: A Case Study of Sakana Fugu
Updated:What if the orchestrator of a multi-agent system were itself a model, trained to pick and instruct frontier models? Sakana's Fugu report (2026) answers with two designs: a router that reads one hidden state and picks one worker, trained by supervised fine-tuning and then evolution strategies, and a Conductor trained with GRPO to write whole multi-agent workflows in natural language. How each is built, the failure called orchestration collapse and its fix, and the reported results read critically: ahead of the best single model on 7 of 11 benchmarks each, against baselines gathered from providers and leaderboards rather than run under the same conditions.