Sourcegraph searches code. CodeSee maps architecture. Glue discovers what your codebase actually does — features, health, ownership — and why that matters more.
Claude and Copilot fail on real codebases because they lack context. Here's why AI coding tools break down—and what actually works for complex engineering tasks.
AI coding tools promise 10x productivity but deliver 10x confusion instead. The problem isn't the AI—it's the missing context layer your team ignored.
Most AI project tools are glorified chatbots. Here's how to actually use AI to understand what's happening in your codebase and ship faster.
AI-generated dev plans with file-level tasks based on actual codebase architecture. How to cut sprint planning overhead by 50%.
Most AI tool adoptions fail to deliver ROI. Here are the productivity patterns that actually work for engineering teams.
How spec drift silently derails engineering teams and how to detect it before you ship the wrong thing.
AI reshaped the developer tool landscape. Here's what the modern engineering stack looks like and where the gaps remain.