MirrorEthic LLC — Independent AI Research
Systems that watch themselves work.
MirrorEthic builds closed loops: machine-learning architectures, agent infrastructure, and physical systems that observe their own behavior, verify it, and improve it — with public artifacts at every step.
- 260 public interpretability traces
- reproducibility paper under review, TMLR
- open weights on Hugging Face
- 9 systems in production
- runs on QuEra quantum hardware