Blog
GitHub Copilot AI Credits: The Billing Change Developers Should Notice
GitHub Copilot has replaced premium requests with AI Credits. Learn how the new billing model works, which features consume credits, and why teams using Copilot Chat, agents, code reviews, and repository analysis should pay attention.
Giving your AI agent a second brain (so it stops breaking your codebase)
AI agents don’t fail because they can’t write code. They fail because they lack architectural memory. Learn how intent-driven wikis and MCP tools create a “second brain” that helps AI make reliable engineering decisions at scale.
AI-Driven Design System Migration Case Study: Achieving ~1770% Efficiency Improvement
Executing design system migrations in large codebases is often cumbersome and slow - component updates, testing coordination, and knowledge management consuming thousands of man-days.
