AI and machine learning

Models trained from scratch, self-improving reasoning engines, evolutionary architecture search, plus the shipped products that lean on them.

The work

Training and fine-tuning, retrieval systems, agentic workflows, evaluation harnesses, and the unglamorous data work that decides whether any of it holds up.

Public proof

Products built on it

ChazzAI

AI roleplay and living worlds.

Beta

HumanOR

Humanize AI text and flag writing that reads machine-made.

Live

CognitiveAI

A pipeline that runs before, during and after every AI call.

Active

WebSwarm

AI testing with persona agents.

Live

Adtomaton

Brief in. Platform-ready ad out.

In Development

LMLang

A programming language designed for AI authors.

Released

MXCyberSLaM

An infinite, self-playing cyber range.

Active

Hire us for this

This domain shows up in client work as software development and the rest of our services. If it is what you need, tell us what the problem is and we will tell you whether we are the right people.

The other seven

Systems and low-level

A from-scratch Rust operating system with capability security and deterministic replay, and an intent runtime whose formal proofs run in microseconds.

Computer vision

Real-time GPU pipelines: licence plates through extreme degradation, FaceID with persistent tracking, fire and smoke detection.

Security and cryptography

Non-LLM vulnerability scanning, a self-playing cyber range, encrypted-at-rest stores, and licensing backed by proof-of-work.

Web platforms and SaaS

Multi-tenant products with payments, admin consoles, and mobile builds from one codebase. Several of them are live right now.

Cloud and infrastructure

A Cloudflare-native platform — Workers, D1, queues, SSO, a metered AI gateway — runs every app we operate from one account system.

Quantum and heterogeneous compute

A provider-agnostic intermediate representation that plans each piece of work onto CPU, GPU or quantum hardware with cost estimation across real QPU providers.

Media and streaming

Multi-tenant live streaming with automated capture, encoding and scoreboard overlays; in-browser file tooling where nothing is uploaded.

Last reviewed · Site changelog