Callosum

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Callosum

Callosum

@CallosumAI

The Intelligent Systems Company. Co-evolving chips & intelligence.

London, UK Katılım Şubat 2026
31 Takip Edilen930 Takipçiler
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Callosum@CallosumAI·
The future of compute & AI is heterogeneous. That future is being built by Callosum. Today we launch with new breakthroughs made possible by heterogeneity, new scaling principles & a roadmap reimagining compute & AI infrastructure: callosum.com/blog/introduci…
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Jascha Achterberg
Jascha Achterberg@achterbrain·
We are at a unique moment in time for AI & compute: New accelerators / chips, HPC hardware, and new algorithms have each made strides, but we are not yet orchestrating them as a heterogeneous stack. That is what @CallosumAI is built to do, and today we are sharing our vision 🧵
Callosum@CallosumAI

Today we launched @CallosumAI. We are building the infrastructure where heterogeneous chips & intelligence co-evolve to solve the world's hardest problems. Today we present our first results. Across four large problem spaces, we break SOTA and deliver orders-of-magnitude improvements in capabilities, cost and speed: 12× cheaper deep context. New web SOTA with open-source, 3x cheaper and faster. 2.4× cache speedups. 1,767× faster tool calling. This is the worst our infrastructure will ever be. We do it by co-evolving heterogeneous chips and multi-agent intelligence - workflows aware of their hardware, models aware of their task graph, kernels aware of their output constraints. An Intelligent System. callosum.com/blog/welcome-h…

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Callosum
Callosum@CallosumAI·
Everything here is early evidence for a deeper thesis: as the problems we need to solve grow in difficulty, the systems that solve them must grow in diversity. Heterogeneous systems - diverse models on diverse hardware, co-evolved end-to-end - unlock scaling territory that homogeneous systems cannot access. In our next post, we formalise this into a theory - a new scaling principle. The configuration space is vast and we have only just begun to explore it. Welcome, Heterogeneous Intelligence. callosum.com/blog/welcome-h…
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Callosum
Callosum@CallosumAI·
None of these results came from a bigger model. 12× cheaper deep context. New web SOTA with open-source, 3x cheaper and faster. 2.4× cache speedups. 1,767× faster tool calling. All from heterogeneity - mixed models, mixed chips, mixed scales - co-evolved end-to-end.
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Callosum
Callosum@CallosumAI·
Today we launched @CallosumAI. We are building the infrastructure where heterogeneous chips & intelligence co-evolve to solve the world's hardest problems. Today we present our first results. Across four large problem spaces, we break SOTA and deliver orders-of-magnitude improvements in capabilities, cost and speed: 12× cheaper deep context. New web SOTA with open-source, 3x cheaper and faster. 2.4× cache speedups. 1,767× faster tool calling. This is the worst our infrastructure will ever be. We do it by co-evolving heterogeneous chips and multi-agent intelligence - workflows aware of their hardware, models aware of their task graph, kernels aware of their output constraints. An Intelligent System. callosum.com/blog/welcome-h…
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