The Daily Leadership Dialogue - Looking to take your people management and leadership skills to the next level? Tune in to ”Daily Leadership Dialogue" for insightful daily conversations with top business executives, HR leaders, and industry experts from around the world. Join us as we explore a wide range of topics critical to organizational success - from building high-performing teams and developing future leaders, to designing effective employee development programs and navigating complex HR challenges. You’ll walk away with actionable strategies and tools to elevate your approach to people management and drive transformative change in your workplace. Whether you’re an HR professional, business leader, entrepreneur, or someone passionate about the human side of organizations, this podcast is your go-to resource for leveling up your knowledge and elevating your impact. Get ready to uncover the alchemy of exceptional people management! New episodes available daily. Subscribe today!
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The Daily Leadership Dialogue - Looking to take your people management and leadership skills to the next level? Tune in to ”Daily Leadership Dialogue" for insightful daily conversations with top business executives, HR leaders, and industry experts from around the world. Join us as we explore a wide range of topics critical to organizational success - from building high-performing teams and developing future leaders, to designing effective employee development programs and navigating complex HR challenges. You’ll walk away with actionable strategies and tools to elevate your approach to people management and drive transformative change in your workplace. Whether you’re an HR professional, business leader, entrepreneur, or someone passionate about the human side of organizations, this podcast is your go-to resource for leveling up your knowledge and elevating your impact. Get ready to uncover the alchemy of exceptional people management! New episodes available daily. Subscribe today!
Nested Learning: A New Paradigm for Adaptive AI Systems, by Jonathan H. Westover PhD
Daily Leadership Dialogue
37 minutes
1 month ago
Nested Learning: A New Paradigm for Adaptive AI Systems, by Jonathan H. Westover PhD
Abstract: This article examines Nested Learning (NL), a novel framework that reconceptualizes neural networks as hierarchical systems of interconnected optimization problems operating at multiple temporal scales. Drawing from neuroscientific principles of memory consolidation and Google Research's recent theoretical work, we explore how NL addresses fundamental limitations in current deep learning systems—particularly their static nature after deployment and inability to continually acquire new capabilities. The framework reveals that existing architectures like Transformers and optimizers such as Adam are special cases of nested associative memory systems, each compressing information within distinct "context flows." We analyze NL's implications for organizational AI strategy, examining three core innovations: deep optimizers with enhanced memory architectures, self-modifying sequence models, and continuum memory systems. Through practitioner-oriented analysis of experimental results and architectural patterns, we demonstrate how NL principles enable more adaptive, efficient, and cognitively plausible AI systems. This synthesis connects theoretical advances to practical deployment considerations for enterprises navigating the evolving landscape of foundation models and continuous learning requirements.
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Daily Leadership Dialogue
The Daily Leadership Dialogue - Looking to take your people management and leadership skills to the next level? Tune in to ”Daily Leadership Dialogue" for insightful daily conversations with top business executives, HR leaders, and industry experts from around the world. Join us as we explore a wide range of topics critical to organizational success - from building high-performing teams and developing future leaders, to designing effective employee development programs and navigating complex HR challenges. You’ll walk away with actionable strategies and tools to elevate your approach to people management and drive transformative change in your workplace. Whether you’re an HR professional, business leader, entrepreneur, or someone passionate about the human side of organizations, this podcast is your go-to resource for leveling up your knowledge and elevating your impact. Get ready to uncover the alchemy of exceptional people management! New episodes available daily. Subscribe today!
