Graph-Guided Planning Turns Autonomous Agents into Full-Scale Researchers
Project2Task adds a graph-guided planning layer that converts a research brief into a lineage of “innovation atoms,” then emits dependency-aware task contracts with explicit inputs, outputs, and evaluation criteria. On a ten-project benchmark it lifts average task quality from 4.58 to 7.15 and boosts downstream accuracy from 0.536 to 0.759, proving that explicit project-to-task planning yields coherent, non-redundant research pipelines.