decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) vs deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic)
As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic) in 1 of 1 shared categories: Decision models.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)
Yes. Yes on Decision models (price per 1,000 decisions). Not the overall leader.
deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic)
#16 Best current rank: #16 in Decision models, as of Oct 14, 2026.
| Category | decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) | deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic) |
|---|---|---|
| Decision models | #4 · Near-SOTA · Decision models Margin 2.2727272727272663 JevBench · Oct 8, 2026 | #16 · #16 in Decision models Margin 6.742424242424249 Jev Decision Index · Oct 14, 2026 |
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted): price per 1M tokens is unset in the catalog.
deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic): price per 1M tokens is unset in the catalog.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted): open weights.
deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic): closed weights.
Decision models: As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic) in Decision models at #4 against #16.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) · deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic)
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) or deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic)?
As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic) in 1 of 1 shared categories: Decision models.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) or deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic) for Decision models?
As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads deck-31B (krishna765, frozen Gemma-4-31B-it, TorchAO FP8 dynamic) in Decision models at #4 against #16.