Tag: orchestration
All the articles with the tag "orchestration".
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.
Many Agents: Subagents, Communication and Orchestration
Updated:Splitting a task across agents buys clean contexts and parallelism, and costs coordination and lost information. Why subagents exist; roles; communication topologies; the A2A protocol; the standard orchestration patterns; a token-cost model, on real document sizes, of one agent against a lead with six workers (a context a quarter to two-fifths the size and far fewer sequential steps whatever the assumptions, a token bill that can go either way, and only 8% of the source reaching the lead); and the published evidence on when multi-agent systems win and when they lose.