We build machine learning systems that run on real hardware, at real scale, in real customer products. AI animation retargeting, CPU-optimised LLM inference, ML pipelines, and AI-powered applications. We make AI work without a GPU farm.
Six capabilities. We’re not a notebook-to-PowerPoint consultancy — we build the pipelines, serving infrastructure, and optimisation work that gets AI into customer hands.
Open source AI animation pipeline. Mixamo retargeting, motion capture clean-up, animation generation running on CPU. Built for game studios and VR teams who need quality animation at indie budgets.
Quantisation (GGUF), llama.cpp deployment, threading and memory optimisation. We make large language models run fast on commodity hardware — no GPU farm required, no per-token API bills.
End-to-end machine learning pipelines: data ingestion, training infrastructure, model versioning, deployment automation, monitoring. The boring engineering that makes ML actually work.
Getting models from notebooks into production. Containerised serving, API design, ONNX runtimes, autoscaling, observability. Whether on edge devices, on-prem, or cloud.
Building complete products around AI capabilities. Web and mobile front-ends, backend orchestration, UX around model outputs, fallback handling when AI fails.
Scalable backend services for AI workloads. Queue systems, vector databases, data pipelines, API layers, multi-tenant isolation, cost-aware orchestration.
Two recent engagements — one client product, one open source tool used by indie studios worldwide.
Backend services, infrastructure engineering, and independent code review for a healthcare AI platform. Active engagement focused on scalable inference and compliance-aware data handling.
Open source AI animation pipeline supporting Mixamo retargeting and motion clean-up — running entirely on CPU. Used by indie game studios and VR teams who can’t afford GPU-bound tooling.
Tell us about the model, the data, and where it’s going to run. We respond within 24 hours — usually with sharp questions and a discovery call offer.
Start a Conversation