The Problem: Why Most AI-Assisted Development Falls Short

Most developers using AI coding assistants jump straight to implementation — the “vibe coding” approach. You open a chat, describe a feature in a sentence or two, and let the model generate code. It works for small scripts and …

TL;DR We are building an open source code intelligence layer after seven years in corporate engineering. The core insight to start the venture was agents/humans waste ton of time rediscovering code and its metadata based on any task at hand. We want to build a precise structured information that …