Why English-only benchmarks are insufficient for European AI
English-first evaluation obscures failure modes that emerge under legal, administrative, and multilingual European contexts.
Request article →Karokan
Analysis and publications on AI sovereignty, model evaluation, the AI Act, and the infrastructure layer European AI still lacks.
English-first evaluation obscures failure modes that emerge under legal, administrative, and multilingual European contexts.
Request article →Risk classification, documentation, transparency, and human oversight must become operational disciplines well before enforcement intensifies.
Request article →A structured benchmark review across risk classification, institutional document analysis, and regulatory interpretation.
Request article →The United States has scaled the human infrastructure behind frontier AI. Europe still lacks a sovereign equivalent.
Request article →Initial findings from preference data collection across multiple EU languages, with lessons for evaluator consistency and quality control.
Request article →A benchmark design proposal for testing traceability, transparency, and human oversight requirements at model and system level.
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