Blog Posts | Joshua Berkowitz

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SEAL Showdown: How Real People Are Changing the AI Model Leaderboard

The explosion of large language models (LLMs) has unlocked new ways to interact with technology, but traditional benchmarks often fail to answer a critical question: Which AI model actually works best...

AI benchmarking data labeling demographics LLM comparison model evaluation Scale AI SEAL Showdown user preferences

Sep 30, 2025

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OpenAI’s GDPval Is Changing the Way We Measure AI’s Economic Impact

OpenAI’s new initiative, GDPval, aims to provide a clear, evidence-based measure of how AI models perform on real-world, economically valuable tasks. Artificial intelligence is no longer confined to a...

AI measurement economic impact future of work GDP knowledge work model evaluation productivity workforce

Sep 25, 2025

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Rubrics as Rewards: A New Paradigm for Training Reliable AI

AI models face significant challenges when applied to nuanced, high-stakes fields like medicine and science. Standard training techniques, such as Reinforcement Learning from Human Feedback (RLHF), of...

AI safety AI training expert guidance language models model evaluation RLHF rubrics

Sep 23, 2025

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MIT is Making Large Language Model Training Affordable: Insights from AI Scaling Laws

Training large language models (LLMs) requires immense computational resources and significant financial investment. For many AI researchers and organizations, predicting model performance while keepi...

AI efficiency AI research budget optimization LLM training machine learning model evaluation scaling laws

Sep 19, 2025

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