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 🧵

Lots of good stuff in the UK's new AI Hardware Plan, announced by @leicesterliz today. Great to see it building on both the AI Opportunities Action Plan and @ARIA_research's work on the Scaling Inference Lab. Lots to do, but this is smart, focused and appropriately ambitious.

At @CallosumAI we are aggressively scaling up hiring, in our London office 🇬🇧 We are building a more pluralistic vision of AI: co-evolving diverse chips and new architectures for the next generation of intelligence, that is economically viable at scale. We've opened roles across our inference engineering and heterogeneous infra teams. We want the most ambitious & exceptional people to join us. If you want to do the work of your life, would love to talk! 👇

The UK Government has just announced a £1.1bn package for AI Hardware! LETS GO Here's what is in the package: > £750m for a national AI supercomputer that will run on a heterogeneous mixed chip system (which @DanAkarca and @CallosumAI are building the future for) > Of the £750m, £400m will go towards equipping the UK’s AI supercomputer with next-generation chips, which could include buying chips from UK companies OLIX and Fractile > £120m will fund a new AI Hardware Innovation Programme to give british companies the funding to design, develop and test innovative novel chips > £20m of the programme will expand the Scaling Inference Lab, delivered by ARIA and CommonAI > £45 million in new support for skills including backing doctoral training and undergraduate bursaries to train more engineers, chip designers and technicians I caught up with the Minister of AI @KanishkaNarayan to get all the details. LETS GO amazing news 👏

1/ I'm really excited to share that Plural is leading @Orbital_Ind's $50m Series B round Orbital is using AI to discover and design novel compounds from the atoms up, then engineering the products that exploit them directly.

Incredible opportunity to join one of the most exciting companies in London

Join us!

@CallosumAI is hiring in London! We're building the infrastructure for heterogeneous compute - making many models, on many chips, behave as a single coherent, co-evolving system. Five MTS roles open across the AI infra stack. Link below!

capitulos nuevos de the office hechos con IA antes que gta 6, desaparezcan el mundo

Really enjoyed recording this with @FinnMurphy12 and @soundboy and fanning the flames of British optimism!

Start here. Scale here. Win Everywhere.

Tomorrow the @UKSovereignAI fund launches with £500m to back the best of British tech. The AI economy is growing 23x faster than the UK economy in general. This initiative guarantees that the public gets to benefit from the explosive growth of the AI sector. LETS GO

Great to see this on X. This is something I created during my PhD time 20 years ago.

It’s obviously a shame that OpenAI have paused some of their data centre investment here in the UK, and high energy prices need to be tackled for everybody - from household bills to heavy industry and AI. But the UK, as is this case with many other countries, is not the natural home for many gigafactory-scale DCs aimed at huge training runs. While we must have this capacity to some degree ( and you can apply now to SovAI’s AIRR compute programme to access it! ), DCs of Stargate size are probably best suited to cold countries or areas with extremely cheap domestic energy supply, and perhaps one day space. What the UK must do is be the best place for companies in areas of AI where we have abundant strengths to start and scale - novel chips, heterogenous compute systems, edge inference, photonics, new model architectures, frontier models in biology, chemistry, physical sciences, voice, embodied AI, advanced engineering in robotics, agent security. The list goes on. I hope the companies building in those sectors get the same press coverage for each of their technical breakthroughs & commercial milestones as this OpenAI story has got!

Dynamical systems theory, energy-based models, and transformers: what could be better? Check out our new #ICLR2026 paper and a great writeup from @DimaKrotov!

interesting extrapolation from @bratton @blaiseaguera @profjamesevans on what 'societies of thought' (vs chains of thought) mean for agentic AI & an intelligence explosion

We know about cosmological dark matter despite being unable to measure it because, without it, galaxies would fall apart. By analogy, let's talk about "cognitive dark matter" (CDM): brain functions that meaningfully shape behavior but are hard to infer from behavior alone. New paper! 🧵👇

Aging may feel gradual… but what if it’s not? In our paper out today, we tracked fish continuously from puberty until death. This gave us a unique view of how aging unfolds across the adult lifespan. 🧵

I'm not sure about the details but I'm convinced that how to publish and create impact is due to change very significantly in the near future. The value of writing and reading 8 page PDFs is rapidly dropping. What is the right way to publish the nugget of a research contribution?

The UK gov just said they're investing £500m in AI startups. And they launched a 🔥 new website which celebrates british innovation, from the first algorithm to AlphaFold.