Physician review, not crowdsourcing alone
Qualified physicians enter final review; admission and pass rules follow the project agreement. The aim is traceable clinical judgment — not average clicks.
Data Engine · anchored on medicine
Collect, curate and annotate data.Train, evaluate and iterate.
The Data Engine is anchored on the medical expert line: physician review, traceable QC materials, license terms on the contract and data card. The same method can extend to STEM, alignment and other high-gate tasks.
Three things buyers usually need to verify
Compliance is a delivery condition
Secrecy-related and information-security controls follow valid certificates and their stated scope. Medical data handling uses internal de-id, authorization and least-privilege rules. What the contract does not cover does not enter the delivery set.
Samples come with experiment records
Provenance, protocol version, QC materials and review records as agreed. Confirm data-card fields before scaling volume.
Engine capacity (medical first)
Medical imaging & pathology
CT/MRI/WSI labels to agreed QC thresholds with physician review.
Checkup & multimodal records
Licensable de-id assets, structured index, commercial boundary (per data card).
Medical preference / safety
Clinical preference, refusal policy and harmful medical-request red team (per scope).
STEM / hard reasoning
Adjacent capacity: Olympiad-to-doctoral sets and solutions.
General alignment & agents
Adjacent capacity: expert preference, tool traces and eval environments.
Multimodal extension
Fine-grained vision–language for VLM needs beyond medicine.
Project outcomes (names and detail under NDA)
Metric improvement (case study)
Tertiary imaging · lung-nodule related task
CT labels to agreed QC. Task, thresholds and metrics available after NDA. This site does not publish unaudited absolute efficacy claims.
Physician review · multi-year engagement
Pathology · WSI
Named review records retained; license and boundary written into the SOW.
Traceable release materials
Medical LLM · Medical Gate
Private sets + physician scores; confirmed failure types feed the next training spec.
Adjacent capacity