Blog
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.
Agentic UI Is A Frontend Architecture Problem, Not A Chat Window
The dominant picture of Agentic UI is wrong. You imagine a Copilot-style chat panel grafted onto an existing product: a sidebar that takes natural language, calls a model, and prints a reply. You ship it, call it agentic, and move on.
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.
