Unverified50% confidenceFactExact time
The DeepSeek comparison experiment shows that after removing ticket direct-pass, completion times were similar, but the number of Router decisions increased by about 30%, and unique cached Tokens rose from 23.23 million to 31.77 million, an increase of about 37%.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
11/4/2026
First Seen
Valid until: 2/2/2027
Sources
Related Entities
Related Claims
UnverifiedCommon speedups from speculative decoding range between 1.5x and 3x, and DeepSeek's reported 30% reduction in verification volume and 4% to 7% throughput gain are relatively conservative engineering returns.68% similarUnverifiedIn a benchmark on 50 synthetic chore scenarios, the fine-tuned SlothDistill, compared with the base Llama-3-8B, reduced p95 decision latency from 1,420 ms to 185 ms (a 7.6x improvement), cut average output tokens from 412 to 48 (an 88.3% saving), raised direct-action accuracy from 62.4% to 97.8%, and lowered API cost per thousand tasks from $1.85 to $0.22 (88.1% cheaper).62% similarUnverifiedDeepInfer's speculative decoding scheme first estimates the probability of each guess being accepted, tilts the verification budget toward more promising ones, and dynamic verification reduces the number of checks per step by about 30% while the average accepted length stays basically unchanged, raising online throughput by 6%; as the sequence count increases from 16 to 96, the gain climbs from negative 1.5% all the way to 11%.60% similarUnverifiedOn SentiCoref, routing 30% of records to the encoder-assisted LLM showed an improvement of 1.02 points, but the confidence interval includes zero.60% similarUnverifiedAfter the first compaction, size estimation uses the actual messages sent; previously it overestimated by about 7x.60% similar
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