Building a Multi-Agent Courtroom System to Automate Documentation Updates for Code Changes

Documentation rot is a term used a lot by our users. The code changes, documents go stale, and the knowledge that was once accurate becomes a liability.

Many tools now allow users to find information with AI. But findability alone doesn't e

How we built a multi-agent courtroom simulation to decide when code changes require documentation updates—and why the legal system is humanity's best framework for binary decisions under uncertainty.

Shared knowledge—decisions, plans, documentation, processes—is a living, breathing resource that evolves as companies do.

Falconer is building a shared memory layer for cross-functional teams and their agents to maintain their shared knowledge.