In the high-stakes world of enterprise retail, the difference between a market leader and a laggard often comes down to the speed and accuracy of decision-making. As companies navigate increasingly complex digital landscapes, the traditional approach to A/B testing—often siloed, manual, and vanity-metric driven—is proving insufficient. In the 25th edition of our CRO Perspectives series, […]
The Silent Risk: Why Scaling Agencies Must Evolve Beyond "Convenience" Access
In the early stages of a web development agency, operations are often defined by speed. When a team consists of two or three people, access management is frequently relegated to the status of a "habit" rather than a formal business process. It is common practice to share admin credentials because it saves time, grant company-wide […]
A Deep Dive into Calibration of Language Models: Platt Scaling, Isotonic Regression, Temperature Scaling
# Introduction A model that says it is 90% confident should be right 90% of the time. When that relationship breaks down, you get a miscalibration problem. The model’s scores stop telling you anything useful about reliability. For large language models (LLMs), miscalibration is widespread. A 2024 NAACL survey found that confidence scores diverge […]
A Deep Dive into Calibration of Language Models: Platt Scaling, Isotonic Regression, Temperature Scaling
# Introduction A model that says it is 90% confident should be right 90% of the time. When that relationship breaks down, you get a miscalibration problem. The model’s scores stop telling you anything useful about reliability. For large language models (LLMs), miscalibration is widespread. A 2024 NAACL survey found that confidence scores diverge […]