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Beyond Gradients

Beyond Gradients is Mark Chen’s journal on intelligence, startups, and the art of becoming. It explores how we build minds—artificial and human alike—through curiosity, experimentation, and reflection. Each essay blends research, innovation, and personal.

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Stop Organizing Your To-Dos - Let AI Do It For You.

How I built a self-organizing task dashboard using ChatGPT Work, Sites, and MCP Connectors.

Imitation of Thought: Does Acting Intelligent Mean Thinking?

Does LLM with test-time compute imitate thinking counts as a true reasoning?

Does CS as a Degree Still Matter in the Age of AI?

My reflections and perspectives on being a CS student at the University of London while building an AI app studio

Beyond Thinking and Knowledge

Why Perspectives and Tastes Are the Last Human Frontier

Is SaaS Dead in the Age of AI?

AI didn’t kill SaaS. It changed what “software” means.

To Think Is Not to Do: The Paradox of Intelligence

Frontier models scored at PhD level intelligence but failed to execute well - both true for robotics to computer-use

2025 Reflections: A Year of Breaking, Building, and Becoming

What I learned this year—through wins, losses, and the ideas that shaped me—helped me grow into a better builder, a stronger leader, and a clearer version of myself.

How to Read Machine Learning Papers Fast but Still Learn - The Top 7 Strategies from ICLR Reviewer

Master the art of decoding ML papers—grasp key ideas, skip the fluff, and learn smarter in less time - The top 7 strategies to approach scientific reading from an experienced ICLR reviewer (2025 & 26)

The 8 Essential Traits That Define Great Researchers

An insider’s perspective on the characteristics that separate extraordinary researchers from the merely competent.

New Personal Website Template is Now Live

My Latest Premium Personal Website Template with Substack and YouTube Integration is Now Available on Gumroad