Agents that remember — meet Kelex

Most agent frameworks treat every run like a fresh chat. No memory. No context across days. No way to flag uncertainty or hand off to a human. If you've built an agent that actually works, you know the pain: the code bloat, the endless loops, the moments it confidently lies.

Kelex is the substrate most builders end up writing on their own. It gives you typed memory, tenants and agents as first-class objects, and bounded confidence with progressive flagging so the system knows when to ask for help. Webhooks let you steer things in real time — human-in-the-loop, not human-never-in-the-loop.

We run Lara and the BFTS content stack on this before we sell it. That's not a demo; it's the thing doing the work.

If you're building agent products for real people — not toy demos — this saves months of reinventing the wheel.

https://brownforces.io/solutions