Using GitHub Copilot for Pull Request Reviews: Benefits, Best Practices, and Real-World Experience

Jonny Hackett Agentic AI & AI-Accelerated Development, All Industries, Articles, Artificial Intelligence, Testing Leave a Comment

In this article, I’ll share how I’ve been using GitHub Copilot for PR reviews, where it provides the most value, where it falls short, and the best practices I’ve found for incorporating it into an effective code review workflow.

While most developers think of Copilot as a tool for assisting in writing code (Copilot Chat) or autocompleting code (Copilot plugin in your favorite IDE), itโ€™s during pull request reviews that I find Copilot the most impressive. GitHub Copilot can analyze code changes, generate summaries, identify potential issues, and even suggest fixes before another developer ever opens the PR…

Java Trends of 2026: Market Position, Enterprise Adoption, Version Distribution, and the AI Acceleration Angle

Keyhole Software Agentic AI & AI-Accelerated Development, All Industries, Architecture, Articles, Artificial Intelligence, Java, Spring Leave a Comment

2026 Java trends: TIOBE and Stack Overflow rankings, enterprise adoption by industry, Spring Boot and framework data, Java version distribution, AI/ML integration, and runtime performance benchmarks.

Illustration comparing cursor-based pagination and offset pagination in modern APIs. The graphic features side-by-side visualizations of each pagination method, highlighting cursor navigation versus numbered page navigation, alongside the title "Cursor-Based Pagination vs Offset Pagination: Preserving User Navigation at Scale." Author attribution for Rachel Walker appears in the lower-left corner.

Cursor-Based Pagination vs Offset Pagination: Preserving User Navigation at Scale

Rachel Walker API Development, Architecture, Articles, UI/UX Leave a Comment

Cursor-based pagination has become the default pagination strategy for many modern APIs, including GraphQL APIs, cloud platforms, and large-scale SaaS applications. While it offers significant performance advantages over traditional offset pagination, it introduces new challenges for navigation, bookmarking, sharing links, and preserving user context. In this article, we compare cursor pagination vs offset pagination, explore why the industry is moving …