A multi-agent AI research pipeline scours public sources, parses maps and disclosures, and writes structured records into the library. A reviewer signs off before publication. The library refreshes monthly.
Five specialised research agents work in parallel: an OSINT explorer (multilingual web search — EN, AR, RU, ZH, FR), a cartographic visionary (image and map understanding), a geospatial extractor (named-entity recognition + coordinate parsing), a sanctions screener (OFAC / EU / UK lists), and a database architect (deduplication, confidence-rating, change-log).
Every operator, owner and material counterparty is screened against the US OFAC, EU and UK consolidated lists. Sanctioned entities are kept in the library — they are part of Sudan's mining reality — but are flagged prominently. The library is research-and-decision-support only. We do not endorse sanctioned entities.
The library is refreshed monthly on the 1st (UTC 08:00). New disclosures, deals, sanctions and changes are added; existing records are re-verified and their date-verified field updated. The change-log lives at the Activity Check tab.