biosafety

Implementation of FoldMark: Safeguarding Protein Structure Generative Models with Distributional and Evolutionary Watermarking

AI in Biosecurity: Dual-Use Risks and Governance Gaps — a defensive, non-operational policy explainer from a security-engineering lens. Author: Krishita Sanjay Choksi.

Safety concept for Global Health Engineering

Deterministic synthetic fixtures and hard-gate scoring for agentic biosafety safeguard routing.

Calibrated, cost-aware DBTL orchestration for biology with external trust routing, fail-closed biosafety screening, and reproducible evaluation.

Biological dual-use content classifier using Constitutional Classifiers methodology — biosafety constitution, synthetic data pipeline, DeBERTa-v3-base classifier

Safety-facing carve-out: PBS-stratified abstention/calibration on 5 biology domains (CT/ADMET/SC-Perturbation/ClinVar/GWAS) × 2 providers × 2 prompt conditions

mapping the who's who in biosafety+AI

The assurance toolkit. Log-reduction and SAL, a PASS/FAIL verdict, and an exportable cycle log. Runs in any browser, no install.

Regulatory compliance verification for human genetic resources. Domain Profile (RESERVED) - Human genetic resource approval routing.

The optimizer. Designs the leanest aseptic protocol for a target sterility level — pricing in correlated barrier failures and over-treatment. One HTML file.

LabCraft-Eval: a stochastic Inspect AI environment for evaluating AI agents on benign molecular-microbiology protocols, with deterministic four-axis trajectory scoring.

Empirical dual-use risk assessment of protein language models (ESM-2) and structure-based design tools (ProteinMPNN)

Mapping the distribution of high-containment laboratories and projected climate-related hazards

Staged quarantine and release-observation planner for engineered organisms.

Dual-Use Ambiguity Casebook: 30 structured cases at the AI-era biology dual-use decision boundary

Public runtime library for microorganism risk-reference data derived from NITE/MRINDA.

Open-ended benchmark and evaluation framework for biological reasoning in LLMs: 12 components, 400 tasks, deterministic dataset release.

The full engine. Offline single-file tool: minimum-sufficient dose, gentlest effective method, cheapest barrier stack, and a timestamped verification log.