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Technical vs. Biological Replicates: The Pseudo-replication Trap That Sinks Papers
An audit of 200 published animal studies found only 22% had replicated the right thing, and 46% counted repeated measurements of one biological unit as independent samples. That error, pseudoreplication, inflates your n, shrinks your error bars, and manufactures significance that won't replicate. Here's what separates technical vs biological replicates, why the mistake inflates false positives, and what actually counts as a biological replicate in cell culture.
Aug 107 min read


Scratch Assay Imaging Protocol: A Step-by-Step SOP for Analysis-Ready Wound Images
A no-fluff, step-by-step scratch assay imaging protocol for images your software can actually measure. Twenty-six numbered steps take you from pixel calibration and Köhler alignment, through Time 0 capture with locked exposure, to returning to identical fields at later time points. Includes an equipment table, an acceptance-criteria checklist to run before you analyze, and a troubleshooting table mapping every common symptom to the step that fixes it.
Aug 76 min read


The Missing Link in Preclinical Success: Why FDA Won't Approve Your Claims
Stop drowning in data and start building a case. Most preclinical failures aren't technical—they're architectural. Discover why "Evidence Architecture" is the missing framework your biotech needs to survive FDA scrutiny, and hear about the rumored AI breakthrough from CLYTE that could change the game forever.
Jan 144 min read


CLYTE Through the Lens of the UN Sustainable Development Goals
Discover how CLYTE is transforming biomedical research by aligning with the UN Sustainable Development Goals. From replacing disposable pipette tips with the reusable CytCut device (SDG 12) to democratizing access to the Soφ AI assistant (SDG 4), CLYTE is building a smarter, more sustainable future for science. Read how their specific innovations are solving the reproducibility crisis and driving global health progress.
Dec 17, 20254 min read
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