From the Lab

Research & Insights

Deep dives on uncertainty quantification, biosignal AI, model calibration, and the global AI ecosystem.

Calibrated Uncertainty in ECG Analysis: Why Your Confidence Score Matters

Most ECG AI models report predictions without reliable confidence estimates. We explain why calibration matters and how to fix it.

4 articles

When should your model say 'I don't know'? A practical guide to implementing abstention in production ML systems.

A practical guide to Nepal's startup incentives, tax holidays, and funding landscape for AI companies in 2025-26.

RLHF-tuned models often report confidence scores of 80-100% with ECE reaching 0.30+. Here is how to detect and fix this.