Cross-Family Speculative Prefill: Training-Free Long-Context Compression with Small Draft Models

Shubhangi Upasani, Ravi Shanker Raju, Bo Li +5

Prompt length is a major bottleneck in agentic large language model (LLM) workloads, where repeated inference steps and multi-call loops incur substantial prefill cost. Recent work…