model
Mixture-of-experts model measured at 2.12s warm average and 44.72 tok/s; followed the format and raised distinct caveats, and was the author's first candidate for short structured Japanese business answers.
No evidence-backed relationships are recorded.
Verbalization training made three models voice test suspicion 2.4 to 2.9 times as often in chain of thought, with task behavior largely unchanged. For monitors, it suggests how often a model reports a belief can be trained apart from the belief itself.
Reality
PAIR proxies Ollama and LM Studio, so the agent keeps seeing one connection and no harness code changes. The adoption cost moves to disk, because a node is only eligible if it already has the exact model downloaded.
Perspective Coverage
7 publishersReality
An instrumented run from pod creation to first response found eight minutes spread over six phases, with kernel recompilation eating a 64 GB model's startup and an S3 download pattern eating a 203 GB model's.
Reality
FreeToken's preprint puts DeepSeek-V4-Flash on a single RTX 5090 desktop. The GPU holds about a sixth of the machine's memory, and nobody outside the team has run the benchmark yet.
Reality
A single-box test in Japan put 76 tokens/s next to 4.4 tokens/s, then found the deciding variable elsewhere: which models held the output format and which invented reassurance.
Reality