Category Archives: Codes2Share

I share my codes, simple but effective.

Simulating the Corpus Clock: A Hybrid Dynamical Systems Model of Taylor’s Chronophage

By | April 19, 2026
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The Corpus Clock sits at the corner of Corpus Christi College, Cambridge. Unveiled in 2008 by Stephen Hawking, it was designed by inventor John C. Taylor as a meditation on time’s relentless consumption of life. A giant golden insectoid sculpture — the Chronophage (from the Greek chronos, time, and ephagon, I ate) — crouches atop the clock face, its jaw mechanically… Read More: Simulating the Corpus Clock: A Hybrid Dynamical Systems Model of… »

Why I Stopped Trusting My Gut (and Started Trusting My Models) — AI in Lysine Fermentation

By | February 19, 2026
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lysine production simulation outputs

Look, I’ll be honest. For years I ran bioreactors the way most of us do: set your temperature, set your pH, watch the DO trace, take a sample every few hours, and hope for the best. You tweak the feed rate because “it feels right.” You crank up the stirrer because the DO is dropping.… Read More: Why I Stopped Trusting My Gut (and Started Trusting My… »

How I Built a Machine Learning Tool to Predict Drug Manufacturing Failures

By | January 25, 2026
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A bioprocess engineer’s journey into machine learning and why the pharmaceutical industry desperately needs this bridge When I tell people I work in bioprocess engineering, I usually get blank stares. When I explain that I help manufacture proteins in giant tanks for therapeutic use, the response is often: “Oh, like brewing beer?” Not quite. But… Read More: How I Built a Machine Learning Tool to Predict Drug… »

What AI Product Leadership Actually Means in Life Science R&D

By | January 24, 2026
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Cambridge, Illustration for Biopharma an AI

There’s a specific kind of tension that defines working at the intersection of artificial intelligence and regulated discovery science. It’s not technical. It’s not about model architecture or compute budgets. It’s about the gap between what a model can do and what a scientist will trust enough to use AI product leadership in biopharma R&D… Read More: What AI Product Leadership Actually Means in Life Science R&D »

AI Brain Demo For Fun

By | January 24, 2026
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I Built a Game Where You Can Watch AI Think (And It’s Weirdly Satisfying) You know that feeling when you’re trying to learn something new and the teacher just says “trust me, it works”? Yeah, I hate that too. So I built a game that does the opposite. It’s a little AI agent learning to… Read More: AI Brain Demo For Fun »

From Conventional Design to AI-Driven Innovation: A Strategic Journey in Advanced Manufacturing

By | January 24, 2026
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The Inflection Point Three-four years ago, I stood in front of production equipment I’d designed using textbook equations and decades-old heuristics. The systems worked—they always had—but I couldn’t shake the feeling that we were leaving performance on the table. That nagging intuition led me down a rabbit hole of machine learning papers, Python tutorials, and… Read More: From Conventional Design to AI-Driven Innovation: A Strategic Journey in… »