Framework-agnostic vision toolkit for training and evaluation, with implementations that can mitigate catastrophic forgetting (e.g., self-distillation, replay, PEFT) under domain shift.

Thermodynamic Quantity Theory of Credit（TQTC）

MetaNet: test-time weight editing with adaptive scope expansion and accept/reject rollback that improves models under distribution shift without labeled data

Independent AI & Control research studio in Tallinn, Estonia. Research in epistemic stability, AI safety, and financial system modeling.

Serverless canary detection for files and URLs (Cloudflare Workers + KV)

This project helps make DMARC setup and checks easier.

MTA-STS

data plot