Topic
Multi-step autonomous tasks such as computer use, where accuracy, latency and cost trade off across models and hardware.
The 1.7x to 3.6x latency range is set by the baseline systems, not the chip, and the report's own publication date is unsettled. Read it as direction, not evidence.
Perspective Coverage
9 publishersReality
AWS's open harness records $0.0021 per correct AIME answer for gpt-5.6-luna after an 80 percent Bedrock price cut. The figure depends on running luna with reasoning disabled while mini runs at its defaults.
Reality
Google held its token rates flat, but the measured cost of an Intelligence Index task rose from $0.40 to $0.58 while the score still trails Fable and Sol. Picking a model for agent work is now a pricing exercise.
Reality
Zhipu's open-weight MoE ties Claude Opus 4.8 on one composite index at roughly a fortieth of its list rate. At that price gap, the practical question stops being which model is better. It becomes how many attempts your router can afford.
Reality
OpenRouter says DeepSeek went from 9% to 18% of tokens in six months, with agent loops doing most of the work. Token share and spend share are not the same league table.
Reality