Feasibility Signals

Breakthroughs

Not general technology news. Each object asks whether new evidence or capability has changed what can be built.

V0.3 entries are tied to named primary research and official project sources. Evidence strength and limitations remain visible on each object.

GEARS and related systems make cell-response prediction an explicit benchmark task; stronger baselines expose current limits.

Geneformer and scGPT demonstrate large pretrained representations across multiple single-cell tasks.

Wearables and clinical data make narrower trajectory models increasingly testable, while clinical utility remains application-specific.

OpenCap validates a defined smartphone-video workflow for estimating movement kinematics and dynamics.

Coscientist and A-Lab show bounded software-to-instrument loops in chemistry and materials research.

Cloud-lab APIs and machine-readable instruments make parts of experimental execution composable.