MSAI Engineering · the facility

The building is the computer.

An AI data centre is a thermal machine with racks in it. Ours is cooled from a sewer-source free-cooling loop, powered in island mode from its own gas plant, gives its waste heat back to the site - and is run, watched and continuously optimised by MOTHER AI itself. This page is the engineering underneath everything else on this site.

PUE 1.10
Free-cooled
100%
Free cooling at design point
12 °C
Loop ΔT
58 kW
Per rack
Cooling

Horizon: cooling that costs almost nothing.

The Horizon design takes heat out of the hall with a closed glycol loop, hands it across a titanium plate heat exchanger to an 11 °C sewer-source loop, and lets it go. At the design operating point free cooling alone holds the 30 °C supply - the chillers never start.

HEAT-REUSE ABSORPTION0.00 MWgas-plant CHP · avail 6.1 MWCHILLER TRIM0.00 MWstandby · zero mechanicalDATA HALL · DLC9.1 MW IT8.2 MW liquid · 0.91 MW airHOT return 42.0°COLD 30.0°PUMPTITANIUM PHEWRAS Cat-5WARM → well 20.8°COLD ← well 11.0°SEWER WET WELL11.0 °Cheat only · flow passes through · no abstractionprimary · 25% glycolsecondary · sewer source
8.19 MW
Liquid duty
100%
Free cooling
30.0 °C
Primary supply
42.0 °C
Primary return
12.0 °C
Loop ΔT
175 / 200
Prim / sec L/s
1.110
PUE
Horizon digital twin · DC1-B · design operating point. Free cooling alone holds the 30 °C supply - zero mechanical cooling, zero heat reuse called. The cascade below is what happens when it cannot.

Sewer-source free cooling

An 11 °C sewer-source secondary loop is the first and, at the design point, the only stage of cooling. Heat crosses a titanium WRAS Cat-5 plate heat exchanger into the well; the flow passes through and leaves at 20.8 °C. No water is abstracted and none is consumed.

Direct liquid cooling in the hall

A closed 25% glycol primary loop runs cold plates at 30 °C supply and 42 °C return - a 12 °C ΔT at 175 L/s primary against 200 L/s secondary. 8.2 MW of the hall's load is taken by liquid, leaving under a megawatt to air.

High return temperature, on purpose

Running a 42 °C return is what makes free cooling work all year and makes the waste heat worth something. Cold-plate setpoint, flow and PHE effectiveness are tuned together in the digital twin before anything is changed on the plant.

Heat reuse

A three-tier cascade, in that order.

Heat leaving the hall at 42 °C is a resource, not a problem. It is offered to free cooling first, to the gas-plant absorption circuit second, and only then - if it must be - to mechanical cooling. The order is the design.

018.19 MW

Free cooling · sewer source

Holds the 30 °C supply on its own at the design point. Zero mechanical cooling called.

020.00 MW

Heat reuse · gas-plant absorption

Return heat drives an absorption circuit into the gas plant and building HVAC. 6.1 MW available.

030.00 MW

Chiller trim

Mechanical cooling exists only as a trim stage behind the other two - standby, not baseline.

Because tiers two and three sit at 0.00 MW at the design point, the site’s PUE lands at 1.110 - and the 6.1 MW of absorption capacity stays in reserve for the coldest and the hottest days of the year, when the sewer loop alone is not enough.

Power

Generated here. Not borrowed.

The site runs island-mode gas-CHP with the grid as an alternate, not a dependency - which is what makes a 38 MW site possible on a connection queue that would not otherwise allow it, and what makes 70 MW from 2027 a build programme rather than a wait.

Island-mode gas-CHP

Generation on site in island mode, 3+1 N+1, with grid as an alternate rather than a dependency - and a fuel cascade behind it: gas, grid, diesel, then tidal and solar as they come on.

Protected power

Five 1,200 kW UPS systems in N+1 parallel give 6 MW installed, backed by 35 lithium battery cabinets at five minutes' autonomy, a maintenance bypass system and a client handoff panel.

Buffered and resilient

A 4 MWh battery energy storage buffer rides through transfers and smooths the step loads that large training jobs put on the plant, so a checkpoint never depends on the grid behaving.

Plant sheet
site
38 MW · 70 MW from 2027
generation
island gas-CHP · 3+1 N+1
cascade
gas → grid → diesel → tidal/solar
UPS
5 × 1,200 kW · N+1 · 6 MW
autonomy
35 Li cabinets · 5 min
BESS
4 MWh buffer
thermal
scaling to 100 MWth
cooling
DLC + Horizon free cooling
PUE
1.110 at design point
rack density
up to 58 kW
MOTHER AI · the facility mainframe

The same brain that runs the models runs the building.

MOTHER is not a tenant in this data centre - it is the mainframe of it. DeepVision watches the halls, the digital twin models the plant, and MOTHER CORE reasons over load, weather, tariff and maintenance to propose the next setpoint. Engineers promote; nothing auto-applies.

Horizon digital twin · MOTHER Vision on

MOTHER Vision

The facility's eyes: DeepVision watches every hall, plant room and perimeter camera on-premises, flagging anomalies in the process, not just in the picture.

Live digital twin

DC1-B and DC3 are twinned end to end. Every setpoint - flow, cold plate, PHE effectiveness, fouling, heat reuse - is modelled before it is moved on the real plant.

MOTHER CORE reasoning

The same deterministic core that answers a defence query reasons about the building: load, weather, gas price, maintenance windows and what to do about them.

Control plane

Identity, GPU inventory, deployments, node access and token budgets run through one audited control plane. No hyperscaler sits anywhere in the path.

Human-in-the-loop

MOTHER proposes; engineers promote. Nothing auto-applies to live plant or to live models - every change is gated, logged and reversible.

Continuous optimisation

The twin runs ahead of the plant, searching the operating envelope for the lowest-energy point that still holds supply temperature, and files the difference as a proposal.

MOTHER EXO · the build

Our 60-DOF humanoid build.

Everything above this line exists so that this can exist: sovereign power, sovereign cooling and sovereign compute, training a world model that ends up inside a body built in Britain.

60 degrees of freedom

A 60-DOF humanoid build running a 1 kHz L0 motor loop, with the layered cognitive stack above it from motor control to the L4 Guardian action filter.

Graphene-infused build

An upgraded platform on the ASIMOV V.1 open-source robotics backbone, redesigned with over 5,000 modifications and graphene-infused materials throughout.

Behaviour-cloned from real teleop

The motor policy is cloned from 150,000 real teleoperation steps - recorded, not simulated - then hardened in closed-loop physics simulation before it touches hardware.

Manchester assembly

The UK humanoid lab and assembly line in Manchester comes online Q1 2027, targeting 1,000 units a year on a sovereign supply chain at a PUE of 1.18.

Come and see the plant.

Site visits, thermal design detail and the full due-diligence pack are available to prospective clients and partners.

Arrange a site visit

Figures are the Horizon digital-twin design operating point for DC1-B and the DC3 protected-power scope of supply. Forward-looking: site capacity, plant scaling and the Manchester factory date are indicative plans, not commitments, and may change. NVIDIA, HGX, Blackwell, GB10, AMD and Instinct are trademarks of their respective owners.