Experts, not the crowd
Chief physicians, legal partners, STEM authors in final review. Admission below 25%.
Data Engine
Collect, curate, annotate.Train. Evaluate. Repeat.
Lumesage Data Engine serves Chinese frontier teams: domain experts produce auditable training and feedback data that move models from runnable to ranked.
Request a data cardWhat the buyer actually takes home
Compliance as a delivery term
Class-B secrecy, ISO 27001, CMMI3. If the contract cannot state it, it does not enter the set.
A sample is a lab record
Provenance, protocol version, QC trail, expert signature. Data card first, then scale.
Engine capabilities
SFT / hard instructions
Complex prompt–response pairs built for long-horizon reasoning.
RLHF / preference
Expert preferences and adversarial samples for alignment.
Red teaming & safety
Structured discovery of injection, jailbreaks, harmful asks.
Domain expert data
Named final review for medical, legal, STEM and more.
Agent trajectories
Golden paths, failure modes, tool calls, eval environments.
Multimodal
Fine-grained vision–language and spatiotemporal video.
Results you can check (names under NDA)
+12% AUC
Tier-1 imaging · lung nodules
Clinically usable CT labeling. Specs and thresholds under NDA.
Chief-physician review · 3 years
Pathology · WSI
Named review per slide. License boundary in the SOW.
+15% MATH
Reasoning team · STEM
Full-difficulty math production with audit-ready data cards.