Author Archives: Kemal

About Kemal

A bioprocess engineer, modeler, machine learning dreamer.

Beyond the 2D Bounding Box: Why Bioimage Deep Learning Is a Completely Different Beast and How BiaPy Tames It

By | August 24, 2026
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https://github.com/lynchaos/biapy-hub https://lynchaos-biapy-hub-app-hlcmfj.streamlit.app/ If you have spent your machine learning career optimizing ResNets or YOLO on ImageNet and COCO, here is an inconvenient truth: standard computer vision has spoiled you. In standard computer vision, a batch is usually an RGB triplet where . The pixels are isotropic, the spatial coordinates are Euclidean, the lighting is roughly… Read More: Beyond the 2D Bounding Box: Why Bioimage Deep Learning Is… »

I turned a Raspberry Pi into a tiny weather intelligence powerhouse

By | August 16, 2026
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A Raspberry Pi Zero 2 W paired with a Sense HAT V2 runs a fully self-contained, edge-native machine learning weather station with no cloud, GPU, or heavy ML frameworks. The system uses pure NumPy implementations of Recursive Least Squares, Kalman filtering, conformal prediction, and drift detection, staying under 150 MB RAM. The station continuously updates… Read More: I turned a Raspberry Pi into a tiny weather intelligence… »

Building a fake microscope: simulating a yeast wet mount

By | August 1, 2026
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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 attraction… Read More: Building a fake microscope: simulating a yeast wet mount »

The Rippled Vortex Ring: Generative Art, and the Infinite Loop That Wasn’t

By | August 1, 2026
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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 the… Read More: The Rippled Vortex Ring: Generative Art, and the Infinite Loop… »

Sharing the Steel: What The Every Company and ADM Are Quietly Teaching Us About Scale-Up

By | July 29, 2026
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Abstract chart on aged paper showing rows of bioreactor vessel shapes of increasing height, some filled solid to represent existing manufacturing capacity and others left as outlines, with a rising curve tracing growth in demand.

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… Read More: Sharing the Steel: What The Every Company and ADM Are… »

A Tonne of Duck in One Run: What Parima and Vow Actually Proved

By | July 18, 2026
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A large white duck stands in a misty wetland at sunrise near a stone etched with "VOW".

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.

From Bioreactors to Brier Scores: Building Model90, a Football Prediction Engine

By | July 5, 2026
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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.

When the Steel Outlives the Startup: Inside UPSIDE’s $50M Bid for Believer Meats

By | June 19, 2026
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Series of Stainless Steel Bioreactors Illustration

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.