●builderA single-tokenizer architecture could simplify multimodal pipeline complexity if the approach holds up at scale.
●researcherThe lookup-free bitwise quantization scheme with multi-level feature fusion is a concrete architectural contribution worth evaluating against dual-tokenizer baselines.