At VivaTech 2026 in Paris, FORHU Inc. put one idea in front of enterprise buyers: an AI decision should come with a record of how it was made. The company's answer is the Structured Cognitive Loop (SCL), and at its center is a five-step sequence called R-CCAM.
Here is what each step stands for.
R is for Retrieval. The system gathers the information it needs for the task.
C is for Cognition. The model reasons over that information and forms a proposal.
C is for Control. Before anything happens, the proposal is checked. This is the step FORHU stresses most.
A is for Action. Only what passes the control step is acted on.
M is for Memory. The outcome is recorded, so the system keeps a trail of what it did and why.
Why the order matters?
Most AI tools stop at "cognition": the model produces an answer and that is that. FORHU's argument is that performance and justification are two separate things. A system can be good at answering and still be unable to explain itself. By separating them, SCL aims to leave an audit trail behind every decision.