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biosecurity

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Reference-free, privacy-preserving wastewater pathogen surveillance for federated hospital networks. DNABERT-2 embeddings + Transformer-encoder VAE detect emerging anomaly clusters in unclassified reads. AIxBio Hackathon Track 2, Apart Research.

  • Updated Apr 29, 2026
  • Jupyter Notebook

Invariant is an open-source, cryptographic command-validation firewall that sits between AI models and actuators to provide provable, deterministic safety profiles and append-only signed audit logs for physical systems like robotics and biosynthesis lines.

  • Updated May 25, 2026
  • Rust

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