Habitat-Genome Compiler is a safe, local-first mission compiler for speculative habitat and environmental bio-design programs. It turns a mission JSON spec into a ranked candidate set, a markdown dossier, and an auditable local run archive. The project now also includes a browser-based mission studio that can generate valid mission specs through a
Closed-loop ML for biology: ESM-2 protein design by simulated annealing, Bayesian assay optimization with a split-conformal accept/reject/escalate gate, and an agentic design-build-test-learn engine driving a liquid handler. Sim-first, CPU-only.
Calibrated, cost-aware DBTL orchestration for biology with external trust routing, fail-closed biosafety screening, and reproducible evaluation.
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