What we build
Four layers, one system.
Intelligence, orchestration, infrastructure, and the interface a person touches. Most of the interesting failures happen between them, which is where we work.
The harness
A model is powerful. A harness gives it a job.
We build the scaffolding around models — tools, memory, policies, evaluation, and a clear way to stop. The model proposes; the system decides what is allowed to happen.
AI harness engineering
The loop, the tools, the guardrails, the budget.
AvailableAgent design & orchestration
Roles, handoffs, and who is allowed to do what.
AvailableTool & workflow integration
Real systems with real permissions, not demos.
AvailableMemory & context systems
What an agent remembers, and what it is never told twice.
In developmentEvaluation & observability
Scores that mean something on Tuesday, not just launch day.
In developmentHuman approval & escalation
The moments where a person must be in the loop, by design.
AvailableMulti-agent collaboration
Agents that hand off work instead of arguing about it.
In development
The conductor
We don’t just automate tasks. We teach the orchestra to play together.
Automation usually means one system shouting instructions at another until something breaks. Orchestration means the whole set of systems knows the piece, the tempo, and what to do when a cello walks out.
Business process automation
The repetitive work, removed without removing the judgement.
AvailableAI-assisted operations
Copilots for the people who actually run the thing.
AvailableSystem & API integration
The unglamorous glue that makes everything else possible.
AvailableDocument & knowledge workflows
From a filing cabinet to an answer, with a citation.
In developmentDecision support
Options, trade-offs, and the evidence behind each.
In developmentHuman-in-the-loop processes
Approvals that are real, not theatre.
AvailableCustom operational copilots
Built for your work, not a generic demo.
In development
The machine room
Intelligence needs somewhere to live. We build it a very nice home.
Architecture, compute, and the operational discipline that keeps it running at 3am. We are as interested in the boring parts — capacity, failure, cost, recovery — as in the benchmark.
AI infrastructure architecture
What to run, where, and what it will cost at scale.
AvailableServer & workstation design
Fits the work, not the datasheet.
AvailableGPU compute environments
Scheduling, isolation, and utilisation you can measure.
In developmentHigh-performance computing
The unglamorous engineering behind fast results.
ResearchDeployment & integration
Into the systems you already have, without a rewrite.
AvailablePrivate, hybrid, and edge
Where the data has to stay, the data stays.
AvailableSupercomputer & cluster concepts
Design studies, not shipped machines.
Concept
Silicon, with a side of imagination
From the cloud to the board. From the board to the bold idea.
Software is only half the story. Sensors, microcontrollers, and the strange joy of getting a 300 kilobyte binary to do something useful in the physical world.
Microcontroller & embedded systems
ESP32-class hardware, firmware, and the toolchain around it.
In developmentPC board & electronics development
Schematics, layout, and the first prototype that works.
ResearchHardware–software integration
Where the firmware meets the dashboard.
In developmentEdge AI concepts
Small models, small budgets, real constraints.
ResearchSensor & device integration
Getting data out of the physical world reliably.
In developmentComputer architecture research
How the next layer down might be organised.
ResearchChip technology exploration
Reading, prototyping, and being honest about the gap.
Concept
Humans in the loop
The best intelligence is the kind that makes people more capable.
Interfaces that behave like instruments rather than oracles. Voice, touch, context, and a clear answer to the question every person asks a new machine: what are you doing, and can I stop you?
Human–computer interaction
Interaction designed for trust, not novelty.
In developmentWearables & companion interfaces
A pendant that belongs to you and answers to you.
In developmentNatural interaction
Voice, gesture, and context that do not need a manual.
In developmentAccessible, understandable AI
Explanations a person can act on.
AvailableHuman agency & privacy
Consent, control, and the right to be left alone.
Available
Not sure which layer you need?
That is usually a sign the problem is between two of them. Tell us the symptom.
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