Technology · Lumerian Core

Physical AI built on labelled history no public model has seenPhysical AI built on labelled historyno public model has seen

Lumerian Core keeps one persistent identity for each string, parcel, permit and milestone, and records every observation of it.

Fig. 1 Observations assigned to one subject. Schematic.

82,368

Radiometric thermal frames, 7 campaigns

116,391

Modules in the largest layout mapped

3,280

Public-source quotes found by code on the cited page

The record

Four rules govern every finding and every model.

We found no public dataset that links a finding to its repair, its cost and its recurrence.

Fig. 2 Each observation adds a layer; earlier layers stay. Schematic.

01
Identity
Every detection is assigned to a module, flagged exact, conflict or approximate.
Every detection is assigned to a module of the surveyed layout and flagged exact, conflict or approximate. Conflicts go to an identity review queue.
Site · layout version · table · module
02
Physics
Severity is measured in °C, from the radiometric image.
Severity is ΔT in °C, read from the radiometric image: the hottest point minus the mean over the defect's own module. Peaks above 80 °C are dropped as sun glint.
Emissivity 0.95 · irradiance ≥ 600 W/m²
03
Evidence
Code finds every quote on its cited page. An expert audits every finding.
Code finds the quote behind every extracted claim on its cited page. An expert audits every finding before it is published.
Every derived fact names its source
04
Gates
A model ships only past a numeric bar. Below it, a named fallback runs.
A model replaces its baseline only when it clears a numeric bar on frozen test data. Below the bar, a named fallback runs.
Sealed test scored once per release