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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

A deterministic, fail-closed cryptographic firewall for AI-controlled labs that prevents dangerous hallucinations and prompt injections by validating DNA, peptide, and chemical synthesis requests through Ed25519 signatures, PCA-chain authority narrowing, and rigorous biological invariant screening.

  • Updated May 3, 2026
  • Rust

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