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Notes from Ondera — building the verified expert network for the languages AI is weakest in.
July 30, 2026RLHF for Underserved Languages: A Practical Guide
A plain-English guide to RLHF: how AI models learn from human feedback, why it breaks in languages like Arabic or Swahili, and how to fix it.
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July 30, 2026The Era of Commodity Annotation Is Over
For years, AI training data was a cheap numbers game. That era is ending, and verified expertise is becoming the scarce resource that shapes the next generation of AI.
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