We build compute architectures where graphs think.
Magnitude Labs is an independent research lab exploring a new class of compute substrate: software systems where typed, weighted graphs serve as autonomous computational media. Our work sits at the intersection of graph theory, neuroscience-inspired computation, and AI architecture.
We believe the next breakthrough in AI isn't a bigger model, it's a new kind of computational medium that persists, adapts, and reasons between sessions. One that's transparent by construction and irreducible by nature.
Research
Mugur Marculescu · 2026
Zenodo
People
Mugur Marculescu
Founder. Co-founded Ripio, Latin America's leading blockchain company ($50M+ raised), where he served as Chief Product Officer and Chief Innovation Officer, managing a team of 150 across product and engineering over five years. Previously at Google, where he shipped the first standalone 6DOF VR headset (Daydream / Lenovo Mirage Solo), was the first PM on
gRPC (now 44k+ GitHub stars), and redesigned the Google Cloud API console. Before that, Member of Technical Staff at Lytro, where he built the world's first HTML5 light field picture viewer and co-invented several computational photography patents. Five US patents across VR, computational photography, and blockchain. Building at the intersection of graph computation and AI since 2014.