Improving the accuracy and scope of technology detection is crucial for generating relevant and informative content. A recent update introduces rule-based technology detection, significantly expanding our ability to identify the technologies involved in code changes. This enhancement allows for more precise tagging and categorization of blog posts, benefiting both content creators and readers.

This post discusses a recent update to our post generation process, shifting from hardcoded sections to a more adaptable, example-driven approach.

The Old Approach

Previously, our post generation system rigidly enforced a predefined structure: Introduction, Development, Examples, and Conclusion. This inflexible format ignored the nuances and varied structures of different example posts,

Introduction

This post addresses an issue where a billing system, specifically when using a service like Cashier, fails to correctly identify active subscriptions beyond the default type. We'll explore the problem and provide a solution to ensure all subscription types are properly recognized.

The Problem: Default Subscription Type Bias

In many billing systems, especially those utilizing