Field Notes

Research, engineering, and product updates from SuperSmart.

March 21, 2026

Real Engineers Are Hitting the Same Wall with AI Coding Tools

We read through hundreds of comments from working engineers about their daily experience with AI coding tools. The frustrations are strikingly consistent, and they all point to the same root cause.

March 14, 2026

Enabling Claude Code to Work Across 20 Million Lines of Code

Claude Code can't read a 5-million-line codebase. The context window is too small. SuperSmart Coder gives it instant knowledge of every dependency, every caller, and every blast radius so it modifies code at scale without breaking a single thing.