Language Intelligence
LLMs, reasoning, agents, structured intelligence.
Research-led deeptech · Frontier AI · Advanced computing
Arxigen builds its own AI software, starting with two products: Causal State Delta for faster AI agents, and Self-Correcting Gaussian Splatting for 3D scenes that repair themselves.
Most breakthroughs stall somewhere between the paper and the product. Arxigen exists to close that gap, carrying its own research through every stage below.
Six research areas, each pursued with a path to deployment in view.
LLMs, reasoning, agents, structured intelligence.
Language, vision, audio and cross-modal reasoning.
Synthetic data, diffusion, world models and simulation.
Inference acceleration, optimisation and model efficiency.
Vision, sensing, 3D/4D and scene understanding.
AI for science, engineering and emerging technology.
Animations are illustrative. Figures shown are not measured results.
Two proprietary products, researched, built and owned by Arxigen. Each is designed to be measured, verified and released as software others can build on.
AI agents that read only the changes that matter to their next move, instead of re-analysing the whole screen every frame. For agents that operate games, websites and 3D software: faster decisions, same accuracy.
How it works3D scenes that find their own geometric errors, work out why they happened, and repair only the broken region, then verify the fix. For digital twins, robotics mapping and 3D content: no full reconstruction reruns.
How it worksWe scale what we can measure. Claims are tested, benchmarks are honest, and negative results are kept.
Making an idea work at scale is a discovery problem in its own right, and it gets the same rigour as the idea itself.
We choose problems that will still matter in a decade, and build systems meant to last that long.
Leads the research and engineering behind Arxigen’s two products, Causal State Delta and Self-Correcting Gaussian Splatting. A full-stack developer with hands-on experience integrating AI into applications, from interface to APIs and databases, and holds an Anthropic certificate in building with the Claude API.
Every hypothesis, experiment and line of code has one owner. Fewer meetings, faster iterations, a straight path from idea to working system.
Arxigen is a London-based deeptech company that builds its own AI software. It is developing two products: Causal State Delta, for faster AI agents, and Self-Correcting Gaussian Splatting, for 3D scenes that repair their own errors.
No. Arxigen researches, builds and owns its own products. It does not take on client projects.
Arxigen Ltd is registered in England and Wales (company number 17518725), with its registered office in London.
Causal State Delta is an approach for AI agents that operate games, websites and 3D software. Instead of re-analysing the whole screen every frame, the agent reads only the changes that matter to its next move, aiming for faster decisions at the same accuracy.
Self-Correcting Gaussian Splatting is a 3D reconstruction method in which a scene finds its own geometric errors, works out why they happened, repairs only the broken region and then verifies the fix, with no full reconstruction rerun. It is aimed at digital twins, robotics mapping and 3D content.
Not yet. Both products are in research. Ask for early access through the contact form and Arxigen will be in touch when they are ready.
Use the contact form at the bottom of this page and choose “Early access” or “Research collaboration”.
Arxigen builds its own products. Ask for early access when they are ready, propose a research collaboration, or send any other question.