Hot run. In the hot runs, the MacBook's total runtime only improves by approximately 10%, while the cloud machines come into their own, with the c8g.metal-48xl winning by an order of magnitude. However, it's worth noting that on median query runtimes the MacBook Neo can still beat the c6a.4xlarge, a mid-sized cloud instance. And the laptop's total runtime is only about 13% slower despite the cloud box having 10 more CPU threads and 4 times as much RAM.
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I needed probes where the output was tiny, a few tokens at most, and where scoring was objective and deterministic. No judge model in the loop. That’s what led me to the final two probes:，更多细节参见星空体育官网