Skip to content

The next performance frontier.

Selected engineering perspectives behind model quality and dependable AI systems.

Engineering perspectives · enterprise agents

Agents that carry the enterprise task.

Task state, controlled tools and usable execution evidence connected to enterprise agent programmes.

Take a closer look

More in this field.

Explore the method, its context
and the engineering underneath.

Research

Enterprise information ready for useful intelligence.

Source meaning, dependable data products and governed information access connected to AI workloads.

Research

Expertise that changes the learning signal.

Specialist judgement connected to authored tasks, discriminative critique and model-development evidence.

Research

The contributions shaping our next programmes.

Selected programme developments across model quality, physical AI, enterprise agents and private deployment.

Research

Learning from feedback

Follow a complete, computed example from logits to softmax, cross-entropy, gradients and a new prediction. Change the learning rate and inspect the values yourself.

Research

A better model on the tasks that matter.

Specialist learning signals, discriminative evaluation and deployment fit connected to model improvement.

Research

Intelligence that completes the physical task.

Robot learning programmes that connect observations, specialist demonstrations and task outcomes across selected embodiments.

Research

Specialised intelligence within your boundary.

Private AI programmes that connect task quality, small instruct models and deployment requirements.

Research

A virtual world with an operating purpose.

Simulation programmes that turn relevant variation and engineering assumptions into useful validation artefacts.

The connected expertise.

Explore the method, its context
and the engineering underneath.

Services

Agent evaluation harnesses

Test task completion, failure handling and tool behaviour before release.

Services

Durable agent workflows

Maintain long-running task state through interruptions, retries and approvals.

Our work

Constrained enterprise workflow agent

Tool permissions, retrieval boundaries and reviewer checkpoints make a workflow’s effects explainable before it changes records.

Looking for a different part of the system?

Explore every field