AI

We build production agentic systems — durable, observable, accountable. Our agents carry persistent vector and graph memory; plan and revise inside token-budgeted Monte-Carlo tree search; call typed, governed tools with cryptographic provenance; and are graded by a reinforcement-learning critic against domain-specific rubrics. We deploy them where chatbots can't reach: long-running back-office workflows that have to be correct at week 258 the way they were correct at hour one. Every plan, every tool call, every output is captured, hashed, and queryable. The agents we ship aren't demos — they leave audit trails an examiner would happily read.