March 2026·8 min read
Documentation drifts from code on day one and never recovers. The larger the codebase, the wider the gap. Every enterprise migration built on documentation is built on a fiction.
March 2026·10 min read
Enterprises spend millions on modernization initiatives that fail because nobody truly understands the existing system. The cost isn't the failed project — it's the next 5 years of operating a system everyone was trying to leave.
March 2026·7 min read
Most AI agents operate without understanding the codebase they're acting on. They pattern-match against training data. Agents grounded in a code intelligence graph are a fundamentally different category.