Recommendations
YouTube Channels I Recommend
Most people believe that deep specialization is the highest form of learning, and that mastering one field is the best path to expertise. But I see knowledge differently.
True innovation lives at the intersection of disciplines. When you explore multiple domains of science, business, design, engineering, you begin to recognize the hidden patterns that connect them. Each perspective adds another layer to your understanding of how systems work.
I believe in being a specialized generalist, or as I like to call it, a Hybrid Professional. Having depth in a core field, but still having a decent amount of knowledge and exposure across many others. These are the channels that consistently deliver high-quality content and have shaped my thinking across various domains. Each offers a unique perspective that complements my approach to systems thinking and innovation.
🎯 Business & Strategy
Harvard Business Review


The Harvard Business Review YouTube channel shares ideas, research, and commentary on leadership, strategy, management, and organizational performance. It aims to help professionals and executives make smarter decisions, lead teams, and navigate change.
HBR's research-backed insights into organizational behavior and strategic thinking directly inform how I approach building teams and scaling AI systems at NodeShift. Their case studies on digital transformation and leadership during uncertainty are particularly relevant to navigating the rapidly evolving AI landscape. - View Channel
✈️ Aviation & Systems
Mentour Pilot


Mentour Pilot offers a behind-the-scenes view into the aviation industry, covering accident investigations, flight procedures, pilot decision-making, and other technical aspects of flying. Its host draws on real experience to explain how and why things happen in the sky.
Aviation represents one of humanity's most safety-critical systems, where failure analysis and redundancy design are matters of life and death. The methodical approach to understanding cascading failures and human factors in complex systems directly parallels the challenges we face in AI safety and reliability engineering. - View Channel
🔬 Science & Education
Veritasium


Created by Dr. Derek Muller, Veritasium explores science, engineering, mathematics, and misconceptions. The channel presents experiments, interviews, and deep dives into surprising or counterintuitive phenomena, aiming to challenge and refine how we understand the world.
Derek's approach to challenging misconceptions and revealing counterintuitive truths mirrors the critical thinking required in AI development. His ability to make complex phenomena accessible influences how I communicate technical concepts and challenge assumptions in my own work. - View Channel
3Blue1Brown


3Blue1Brown, created by Grant Sanderson, visualizes advanced mathematics through animations. It emphasizes intuition, discovery, and pattern-based insights, exploring topics like linear algebra, calculus, neural networks, and other mathematically rich domains.
Grant's visual approach to mathematics mirrors how I think about neural networks and optimization. His series on backpropagation and linear algebra provided intuitive frameworks that I use daily in AI architecture design. The emphasis on building intuition before diving into formalism is something I've adopted in my own teaching and documentation. - View Channel
Welch Labs


Welch Labs covers mathematics, science, and occasionally philosophy. One of its standout series is "Neural Networks Demystified," which breaks down complex AI and ML topics into accessible segments without getting too convoluted.
The "Neural Networks Demystified" series remains one of the clearest explanations of deep learning fundamentals I've encountered. The channel has a wealth of information on machine learning that I would recommend to annyone going into the field. - View Channel
🏗️ Engineering & Infrastructure
Practical Engineering


Practical Engineering (by Grady Hillhouse) examines infrastructure, engineering design, and public works. The channel uncovers how dams, roads, hydrology, and structures operate — often using models and visual demonstrations to explain what's happening behind the scenes.
Grady's exploration of infrastructure systems provides crucial insights into long-term thinking and system resilience. The principles of load distribution, failure modes, and maintenance cycles in physical infrastructure directly apply to designing scalable AI systems. - View Channel
Stewart Hicks


Stewart Hicks explores the intersection of architecture, urban design, and society through compelling case studies and disaster analysis. His channel examines how buildings and cities respond to extreme challenges, from structural failures to security threats, revealing the hidden engineering and design decisions that shape our built environment.
Stewart's deep dives into engineering disasters and architectural security provide invaluable lessons about system design, failure analysis, and resilience planning. His approach to understanding how small design changes can have catastrophic consequences directly informs how I think about building robust AI systems and anticipating edge cases in complex technical architectures. - View Channel
🎬 History & Storytelling
Yarnhub


Yarnhub is an animated storytelling studio that brings historical narratives to life. Their videos dramatize historical events by placing viewers in immersive perspectives rather than delivering them as detached lectures.
Effective storytelling is crucial for communicating complex technical concepts. Yarnhub's ability to make historical events visceral and engaging offers a sobering glimpse into the minds and hearts of those who came before us. Their attention to detail and narrative structure helps me craft more compelling documentation and presentations. - View Channel
💡 Why These Channels Matter
These channels collectively embody a philosophy of learning that drives innovation. Each channel demonstrates how deep expertise in one domain can illuminate principles applicable across many others. The most common themes you'll find are;
- Rigorous analysis over surface-level content
- Systems thinking that connects disparate domains
- Educational excellence that makes complex topics accessible
- Evidence-based reasoning that challenges assumptions
This cross-pollination of ideas from aviation safety to mathematical visualization, from infrastructure design to storytelling, directly informs my approach to building complex systems. The best innovations emerge not from siloed expertise, but from synthesizing insights across disciplines and applying them to new challenges.