MirrorEthic / Research
The T³ program
T³ augments the transformer with a geometric-algebra state space (Cl(3,3)) and a per-head regulatory ecology — and asks one question across substrates: is there a common coordinate system for adaptive systems? Language models, cellular automata, satellite telemetry, and quantum hardware, measured with the same instruments.
t3atlas.devLive · public
The public research atlas
An open interpretability library: 260 traces across 3 substrates, a research-grade benchmark suite with parameter-efficiency and compute-frontier panels, and two working demonstrations — a Cl(3,3) Turing CPU and the T³ Logic Machine, a neuro-symbolic system sharing one geometric substrate end-to-end. The trace library is the citeable artifact; the viewer is one consumer.
t3atlas.dev →Reference releaseApache-2.0
Open weights & code
A public inference implementation with a trained checkpoint (t3-124m-v36) on Hugging Face. Not a demo repo — the same architecture the research runs on.
huggingface.co/mirrorethic →Peer reviewIn progress
Reproducibility, on the record
A reproducibility study (Watson & Sutherland) is under review at TMLR, with shot-level data from real QuEra Aquila quantum-hardware runs included in the reviewer package.
The public artifacts behind it →Cross-substratePrototype
Beyond language
The same architecture applied where the question demands it: satellite anomaly detection across five sensing modalities, cellular-automata substrates for controlled experiments, and vision transfer validated against DINOv2 features.
Applied systems →A re-run of one of our own paper-era results reversed it — statistically significant, the other direction. It's documented in the public record, not buried. That is the ethic in the name.
Lab policy: internal ambition, external rigor