SpecPilot: An Agent That Auto-Optimizes Speculative Decoding

Researchers from UC Berkeley, Princeton, Stanford and NVIDIA introduce SpecPilot, an autonomous agent loop that automatically discovers algorithmic and system optimizations for speculative decoding, boosting speedup from 4.46× to 10.87×.

2026-11-04 ~ 2026-11-04 · 2 related posts

• SpecPilot: Berkeley and NVIDIA's Agent Loop Auto-Optimizes Speculative Decoding per Deployment — UCBerkeley · 2026-11-04
• SpecPilot agent boosts speculative decoding from 4.46× to 10.87×, no retraining — pmttyji · 2026-11-04