This is not a 2026 idea. It is fifteen years of compounded research, now productizable.
Research Trajectory
Selected publications from the chief scientist's lab and collaborators.
Heterogeneous-network similarity (VLDB). Foundational primitive for behavioral graph reasoning. VLDB 2022 Test of Time Award · 25K+ citations.
Web-scale graph attention. Enables learning from messy, multi-typed user behavior at production scale.
Complementary product recommendation, deployed across 200M+ Amazon products. CIKM 2020. The proof that this lab ships in production.
ICLR 2026. The architectural primitive behind our Behavioral Memory Graph.
Invited speaker at "Agents in the Wild" workshop. Talk: ARLArena: Training Framework for Agentic Behavior.