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ACATHRCA

Research · Jul 15, 2026

Our research agenda

Five questions guide ACATHRCA research, from better reasoning to cheaper inference. This is what we are working on and why.

ACATHRCA's research is organised around one goal: AI that is useful, reliable and affordable for everyone. Five teams each own one part of that problem.

  • Language & Reasoning: can the assistant understand exactly what was asked, and think it through?
  • Agents: can it finish real tasks with tools, while a person stays in control?
  • Multimodal: can it work with images, video and voice as fluently as text?
  • Safety & Reliability: can people trust it at scale?
  • Efficiency: can everyone afford it?

We will publish progress on each of these questions on wellxai.world as the work matures.

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