HeteroFold transfers KV caches across model families without receiver prefill

HeteroFold maps a sender model’s KV cache into a frozen receiver from another model family, handling tokenizer, depth and representation mismatches. The paper reports parity with text communication on a multi-agent benchmark and large prefill speedups at long context.