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Learning Machines. Not overnight. Not dramatically.

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Building a fake microscope: simulating a yeast wet mount
Aug 1, 2026
[latexpage] Repository: github.com/lynchaos/generative-microscopy Why this sketch I wanted to find out whether I could make something that genuinely looked like microscopy footage. Not cells bouncing around a canvas, but Saccharomyces cerevisiae behaving the way it actually behaves under a coverslip, seen through real glass and real light. The sketch began life as a generic n-body...
2Computational Biology
The Rippled Vortex Ring: Generative Art, and the Infinite Loop That Wasn’t
Jul 31, 2026
Screenshot I spend most of my working life thinking about what happens inside a stirred tank. Impeller tip speed, shear on the cells, the shape of the vortex that forms when you get the baffling wrong. So when I fell down the rabbit hole of p5.js code golf last week, it was probably inevitable that...
JavaScriptMathematical Modeling
Sharing the Steel: What The Every Company and ADM Are Quietly Teaching Us About Scale-Up
Jul 29, 2026
The Every Company's decision to manufacture its recombinant egg white protein OvoPro at ADM's Clinton, Iowa facility, alongside existing capacity at Huvepharma's Bulgarian subsidiary Biovet, illustrates a shift in how precision fermentation companies approach commercial scale-up. Rather than building proprietary plants, co-manufacturing allows capital to remain available for strain engineering and product development. The approach...
Komagataella phaffiiovalbumin
What rebuilding five aging papers from scratch actually proves
Jul 20, 2026
A reproducible, cloud-scale reanalysis of five peer-reviewed studies on cellular aging, reprogramming, and rejuvenation, and an honest account of what survived contact with a shared pipeline.
Data ScienceMachine Learning
A Tonne of Duck in One Run: What Parima and Vow Actually Proved
Jul 18, 2026
The headlines led with a 22,000-litre tank and a 99% cost drop. Here is a bioreactor engineer's read on what Parima and Vow actually proved, why the media breakthrough matters more than the vessel, and the quiet shift that turned cultivated meat into a fermentation problem.
AIalternative protein
From Bioreactors to Brier Scores: Building Model90, a Football Prediction Engine
Jul 5, 2026
What happens when a bioreactor engineer points his state-estimation toolkit at football. Model90 is a statistical forecasting engine for the 2026 World Cup and the major leagues, built on Dixon-Coles Poisson, Elo, xG and a calibrated meta-model. An honest look at how it works and what its Brier score really means.
AIbuild-in-public
When the Steel Outlives the Startup: Inside UPSIDE’s $50M Bid for Believer Meats
Jun 19, 2026
UPSIDE Foods has bid $50 million for Believer Meats' North Carolina plant. The interesting question isn't the price — it's which parts of a dead cultivated-meat company are actually worth buying: the steel, the biology, or the process intelligence.
alternative proteinBioprocess Engineering
Remove Background Noise from Video Without Re-encoding: An Audio-Only Approach with DeepFilterNet3
Jun 9, 2026
A Python CLI tool that strips background noise from any video file using ML denoisers — while copying the video stream byte-for-byte. A 6 GB 4K file processes in minutes instead of hours.
1
AIMachine Learning
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