Unverified50% confidenceBenchmarkExact time
In a two-phase coordination-proxy development comparison, both the baseline and the source-author-written candidate completed 180/180 trials; the candidate used 37.11% fewer tokens, reduced estimated endpoint cost by 33.84%, and decreased steps by 11.63%, but improvement in quality, latency, or production-environment behavior cannot be demonstrated.
1
Sources
50%
Confidence
Long-term
Relevance
10/2/2026
First Seen
Sources
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UnverifiedIn real-environment A/B testing, the post-trained checkpoint reduced the tool-call failure rate by 21.2% relatively compared to the earlier version.71% similarUnverifiedAfter matched supervised training, model performance improved to 99.8%, while removing the relational links caused accuracy to plummet to 23.4%, even below the best shortcut's 27.0%.70% similarUnverifiedThe 44% reduction in inference tokens is a self-reported figure from the author and has not been verified by third-party reproduction; the original materials do not disclose the data construction method, training algorithm, sampling scale, or benchmark test details.70% similarUnverified推测解码中当草稿通过率低于50%时，实际加速效果会大打折扣甚至产生负优化70% similarVerifiedIn long-chain tasks, if each step has an error rate of approximately 5%, the overall success rate may drop to below 36% after 20 steps.70% similar
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