Kayson Fakhar
8.7K posts
@Kaysonfakhar
Post-Doc @mrccbu @Cambridge_Uni | Computational Neuroscience and stuff.
Synaptome architecture shapes regional dynamics in the mouse brain | doi.org/10.1371/journa… How do diverse synapses relate to the spatial patterning of whole-brain dynamics? @JustineYHansen explores @PLOSBiology ⤵️
How to build a new AI paradigm, with @DanAkarca A deeply ambitious new AI infrastructure company, based in London, launches today. @CallosumAI has just raised $10.25m, led by @PluralPlatform, to unlock a world of heterogeneous compute that optimises between performance, cost, speed + sovereignty If they're right, the implications go well beyond efficiency. If Callosum wins, they will build a global company by redistributing leverage globally, breaking our dependency on today’s dominant AI paradigm & rebuilding optionality across the world 00:00 The Brain as an Analogy for AI 04:38 Why One Big Model Fails 06:57 The Heterogeneous Compute Spectrum, from Datacentres to Edge Computing 11:54 Orchestrating Chips and Models 16:58 Supply, Demand and the Hardware Lottery 29:36 Value Beyond Chips 30:43 Bringing Chips to Market 35:50 Dynamic Compute Future 39:22 Funding and Roadmap 43:39 Riskiest Assumptions and Scaling the Team
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…
