The smallest pool by volume, the highest depth bar by a clear margin. Roles in this family expect contribution-level familiarity with recent literature, Arabic language capability (or strong dialectal exposure), and experience with training or post-training pipelines at the model layer — not the API layer.
Researchers contributing to Arabic-language LLM development — pre-training, post-training, evaluation — inside sovereign programmes.
Engineers operationalising Arabic LLM research — training, evaluation, serving — at the production layer.
One registration, all 2 roles in this family. We screen against new mandates within 48 hours and only come back when there's a credible fit.
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