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CurveCodec 2 introduces skeleton-agnostic skeletal animation compression that codes motion curves in the logmap with a small learned entropy model, achieving 0.37x ACL's byte usage under a worst-case per-joint error contract and 0.22x under a mean-error contract while decoding on a single CPU core and transferring without retraining to unseen species.