Data Centre Challenge — Energy, Cooling & Dimensional Efficiency

Data centre efficiency is a global industrial challenge. Compute demand grows faster than grids, water rights, and thermal envelopes can follow, and the headline metrics — PUE, WUE, rack density — have largely stopped improving while AI workloads sharply raise the load they measure.

HEUREKA reads facilities dimensionally: energy as curvature, cooling as arcs, water as a bounded perimeter. What a single efficiency ratio flattens, a dimensional reading keeps legible and comparable across sites, seasons, and operators.

How HEUREKA Addresses Data Centres

Curved Metrics

Energy curvature, heat arcs, and thermodynamic signatures. Load and temperature move as arcs across a day, a season, and a year — the shape of that arc says more about a facility than any annualised average.

Curved Metrics

Digital Metrics

PUE, WUE, rack density, utilisation, and workflow optimisation expressed as countable structure — unit-bearing quantities extracted from disclosures rather than restated from summaries.

Digital Metrics

Machine Engines

Machine optics, metrics, curvature, and chromatics applied to operational reporting, so efficiency claims from different operators become structurally comparable.

Digital Optics

Process Optimisation

Human and machine alignment on the same reading: operators contribute judgement about siting, scheduling, and thermal risk; engines hold the measurement record steady across runs.

Chromatic Metrics

A New Logic for Energy & Data Centres

ADI Thermodynamic Curvature

Energy behaviour treated as a curve with direction and inflection, not a flat consumption figure — the basis for comparing facilities that never run under identical conditions.

Daily, Seasonal, Annual Arcs

Three nested rhythms govern cooling demand. Reading them separately reveals which inefficiency is structural, which is seasonal, and which is a scheduling artefact.

Water Perimeter Logic

Water use bounded by a defined perimeter: what enters, what evaporates, what returns. A perimeter makes WUE auditable instead of declarative.

Run M1 Alignment — DCE← Return to Challenge Earth Demo