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Create and review realistic Bengali/English media and broadcasting scenarios, adapt evaluation rubrics, assess AI and human responses for accuracy and cultural appropriateness, and produce gold-standard solutions reflecting Indian journalism and production best practices.

Create realistic Nepali/English media and broadcasting scenarios, adapt evaluation rubrics, review AI and human responses for factual accuracy and cultural appropriateness, and produce gold-standard solutions reflecting Indian newsroom, broadcast, and digital content production best practices.

Create, review, and score realistic Portuguese (BR) finance scenarios to evaluate AI. Apply scoring rubrics, ensure regulatory alignment and professional quality, and produce gold-standard solutions and expert feedback.

Create and review realistic Punjabi/English scenarios and evaluation rubrics for media, broadcasting, and content production. Assess AI and human responses for factual accuracy, editorial quality, cultural appropriateness, and operational realism. Produce gold-standard solutions reflecting Indian newsroom, broadcast, and digital media best practices.

Create and review realistic Hindi/English media and broadcasting scenarios, adapt evaluation rubrics, and assess AI and human responses for editorial accuracy, cultural appropriateness, and operational realism within Indian newsroom, broadcast, and digital media contexts.

Design and review realistic Odia and English media scenarios, adapt evaluation rubrics, assess AI and human responses for accuracy and editorial quality, and produce gold-standard solutions reflecting Indian newsroom, broadcast, and digital content practices.

Review, annotate, and generate Spanish-language content for AI training across text, audio, and video. Evaluate AI outputs for accuracy, cultural appropriateness, and brand alignment; provide structured annotations, participate in QA and calibration, and spot translation or visual issues to improve models.

Evaluate and generate Spanish-language AI outputs across text, audio, and video; ensure cultural appropriateness, accuracy, and clarity; provide structured annotations and feedback following guidelines; participate in calibration and QA to improve models.

Create and review realistic, locale-specific financial tasks in Mandarin; apply scoring rubrics; evaluate and score AI and human responses for accuracy, regulatory alignment, and professional quality; provide feedback and produce gold-standard solutions.

Design and review realistic Malayalam and English media scenarios for AI benchmarking across newsrooms, broadcast, and digital production; adapt evaluation rubrics; assess AI and human responses for accuracy, editorial quality, cultural appropriateness; create gold-standard solutions reflecting Indian media best practices.