Beyond Market Intelligence/CGM data

CGM data

One story filed under CGM data on Beyond Market Intelligence. The newest of them: “Personalizing blood sugar prediction with a custom AI trained on 115 days of data”. 115 days of personal CGM data, plus a synthetic training set representing 19,200 years of simulated diabetes, and the result is a 31,253-parameter transformer that predicts blood sugar two hours ahead. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every CGM data story on Beyond Market Intelligence, newest first.

Personalizing blood sugar prediction with a custom AI trained on 115 days of data
Machine Learning

Personalizing blood sugar prediction with a custom AI trained on 115 days of data

115 days of personal CGM data, plus a synthetic training set representing 19,200 years of simulated diabetes, and the result is a 31,253-parameter transformer that predicts blood sugar two hours ahead. What stands out is the model's ability to infer time of day from glucose patterns alone, a capability that emerges only with longer context windows. It is still less reliable than the user for near-term hypoglycemia, which is an honest and human-centered admission.