Boosting DeepSeek-R1’s Speed with Customized Speculative Decoding

AI Impact Summary

Together is offering a significant performance boost to DeepSeek-R1 inference by enabling custom speculative decoding with tailored models. This approach, trained on customer-specific inference traffic, achieves speedups of 1.23x to 1.45x in token generation and reduces overall cost by 25% to 55% compared to standard next-token prediction. This optimization is particularly valuable for latency-sensitive applications like social media engagement and résumé screening, where faster response times and lower GPU costs are critical.