Cbjev is a self-hosted, faster successor to Laya that performs typed decision inference on text using a single encoder pass. It achieves 1.5x to 6.9x speedup by encoding state once and packing multiple questions into one sequence with attention masking, while maintaining compatibility with existing Laya checkpoints.