The world's problems are inherently heterogeneous, requiring multi-agent systems where different models run on specialized hardware. Callosum builds the software infrastructure to…

Plural's investment thesis focuses on backing companies that can alter GDP trajectories. Their lead investment in Callosum signals conviction that the software layer orchestrating…

Nvidia's GPU monopoly in training is a natural monopoly due to gradient-based workloads, but inference and post-training workloads (continual learning, edge, multi-agent robotics)…

Fractile is building new inference chips targeting the heterogeneous compute paradigm. As an announced Callosum partner, they represent the emerging class of specialized chip prov…

Normal Computing works on thermodynamic computing paradigms targeting novel workloads beyond standard inference. This represents the frontier of chip architecture diversification…

Mix is building photonic networking (light-based chip interconnects) as a critical layer for heterogeneous systems. Optical networking enables new system architectures but require…

Ineffable Intelligence is a European Frontier AI lab that has raised significant funding, but like other algorithm companies, still relies on homogeneous compute infrastructure, c…

Olix is a European AI hardware company that has raised significant funding. Like other hardware startups, it aims to build full AI systems vertically, but ARIA sees a missing conn…

Nvidia is already moving toward heterogeneous architecture with its roadmap splitting prefill and decode compute demands, and the Groq acquisition shows intent to build a portfoli…