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Analyses you can inspect. Source data, methods, results, and the limits of each comparison.
Practical guide · constructed example · Sep 8, 2026
A practical guide to giving an AI assistant the data, controls, units, and replicate structure it needs, with a worked example of paired donor measurements.
Read articleImplementation explainer · conceptual diagram · Sep 8, 2026
Follow an agent from an uploaded spreadsheet through tool calls, calculations, questions, and reported results. A plain-language look at agentic AI for lab analysis.
Read articleReview guide · published data · Sep 8, 2026
Review inputs, residuals, fitted values, exports, and scientific claims using a documented enzyme-kinetics run and an independent calculation on published data.
Read articleMethods tutorial · simulated data · Sep 8, 2026
Follow an annotated gating hierarchy from all events to CD3+ CD4+ populations. Learn controls, singlet gates, viability, and parent percentages.
Read articleMethods tutorial · simulated data · Sep 8, 2026
Troubleshoot incomplete dose-response curves, normalization, outliers, and constraints, with a reproducible example of relative versus absolute IC50.
Read articleMethods tutorial · simulated data · Sep 8, 2026
Compare 4PL and 5PL standard curves using residuals and back-calculated concentrations, with downloadable simulated data and a reproducible Python script.
Read articleLive run · independent check · Sep 8, 2026
A production run on the open Puromycin dataset, checked against an independent SciPy fit. Results, reproducible inputs, and workflow limitations.
Read articleSimulated illustration · corrected · Updated Sep 8, 2026
This article previously presented a generated illustration as evidence of an analysis. The comparison claims have been withdrawn pending verification of the original inputs and outputs.
Read articleSimulated illustration · corrected · Updated Sep 8, 2026
This article previously presented a generated illustration as evidence of an analysis. The comparison claims have been withdrawn pending verification of the original inputs and outputs.
Read articleSimulated illustration · corrected · Updated Sep 8, 2026
This article previously presented a generated illustration as evidence of an analysis. The comparison claims have been withdrawn pending verification of the original inputs and outputs.
Read articleSimulated illustration · corrected · Updated Sep 8, 2026
This article previously presented a generated illustration as evidence of an analysis. The comparison claims have been withdrawn pending verification of the original inputs and outputs.
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