aiqbench analysis

Liquid AI's d1-ultra is a multimodal model aimed at decision tasks, with the headline claims being calibrated probabilities from a single forward pass, a 65 score on the Artificial Analysis Decision Index, and a low input-token price. The article gives no architecture details, benchmark methodology, or independent verification, so the score and calibration claims should be treated as vendor-reported until tested. For readers, the practical questions are how the Decision Index is defined and whether the probability outputs hold up on their own tasks.