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Vinay Kumar
Founder and CEO of Arya.ai and head of Lexsi Labs, focused on AI interpretability, neuron-level model analysis, and alignment techniques for safer LLMs.
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Nov 16, 2025
• 1h 1min
Inside the Black Box: Neuron-Level Control and Safer LLMs
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Vinay Kumar, Founder and CEO of Arya.ai and head of Lexsi Labs, dives into the nuances of AI interpretability and alignment. He contrasts interpretability with explainability, highlighting the evolution of these concepts into tools for model alignment. Vinay shares insights on leveraging neuron-level editing for safer LLMs and discusses practical techniques like pruning and unlearning. He emphasizes the need for concrete metrics in alignment and explores the future role of AI agents in enhancing model safety, aiming for advanced AI that is both effective and responsible.
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