Agents that remember — Kelex

Most agent frameworks treat every run like a fresh chat. No memory. No flags. No audit trail. You spin up a model, ask a question, get an answer. Then the session dies. The next one starts over.

This is the wrong architecture for anything that needs to stick around.

Kelex fixes the substrate. It gives builders typed memory, tenants and agents as first-class objects, and progressive flagging so the system flags what it cannot decide. Webhooks let human operators steer when the agent hits uncertainty. It is a real long-running agent — one that remembers the user across months and picks up where it left off.

We run Lara and the BFTS content stack on this before we sell it. That is the test: if it works for us, it works for you.

No rewriting the substrate. No patching together a dozen libraries. You get the thing that was missing.

https://brownforces.io/solutions