Monday, October 27, 2025

II. Exploring Root Cause Analysis: Insights from First Principles and Divergent Findings

Unlocking Scientific Potential: A First Principles Approach

In my latest exploration, “Reimagining and Replatforming Science for the Era of AI,” I dissect the root causes impeding scientific productivity in an age of unparalleled technological advancement. Despite breakthroughs in AI and molecular biology, the industry faces a troubling contradiction.

Key Insights:

  • Eroom’s Law vs. Moore’s Law: While computational power doubles rapidly, drug development costs continue to soar.
  • Systemic Issues: The current scientific architecture is outdated, leading to inefficiencies and silos.
  • Data Over Quantity: The emphasis on vast data pools often overlooks the crucial need for quality and context.

This analysis offers a roadmap to re-engineer the scientific landscape, emphasizing collaborative ecosystems over the current fragmented approach.

💡 Call to Action: Join the conversation! Share your thoughts on how we can collectively overcome these challenges and foster true innovation in science. Let’s transform potential into progress!

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