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Token Factory

Cross-Source Join Advisor

Automatically test every join across data sources and flag the risky ones before anyone writes a query.

About this project

Reads dataset schemas from DataHub and uses Nebius (DeepSeek-R1-0528) to identify join candidates by reasoning over column naming and data types, then classifies each join as SAFE/RISKY/UNSAFE with Llama-3.3-70B and writes the documented connections back into DataHub. Built at the DataHub x Nebius hackathon at Entrepreneurs First SF, April 2026.

Technologies

agents
hackathon
data-quality
datahub
datahub-nebius
Mockup for reviewStack demo — not the live Builders Network.About this build →
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