As chip diversity increases, the orchestration layer that matches models to specialized hardware and enables co-design of algorithms and chips becomes the key value capture point. Callosum'…

The paradigm shift from single-model reasoning to multi-agent systems (where models interact with tools, environment, and each other) creates inherently heterogeneous workloads. Different a…

Novel chip architectures face a 'hardware lottery' — high capex and long timelines mean startups need guaranteed customers before tape-out. ARIA's scaling inference lab acts as a neutral te…

Light-based chip interconnects (photonics) unlock new system architectures for heterogeneous compute but require co-design with compute chips. This networking layer is a ripe innovation are…