problemsolvedApr 21, 2026Open Questionmulti-agent systems · orchestration · computation graphs · design by contract · validators · long-horizon reasoning · autonomous research · neural-symbolic systems · llm systems · research automation↗ view paper3 variants
Contract-Governed Multi-Agent Graph Orchestration for Long-Horizon Autonomous Research Pipelines
This paper studies the theoretical foundations and system architecture of Quarks, with emphasis on multi-agent orchestration for long-horizon research tasks. The core idea is to mo…