# linne-oak 1.0 (31B) vs vLLM-SR d3-flash (9B)

As of Oct 15, 2026, linne-oak 1.0 (31B) leads vLLM-SR d3-flash (9B) in 1 of 1 shared categories: Decision models.

linne-oak 1.0 (31B): price per 1M tokens is unset in the catalog.

vLLM-SR d3-flash (9B): price per 1M tokens is unset in the catalog.

linne-oak 1.0 (31B): open weights.

vLLM-SR d3-flash (9B): open weights.

- Which to pick, Decision models: As of Oct 15, 2026, linne-oak 1.0 (31B) leads vLLM-SR d3-flash (9B) in Decision models at #1 against #48.

As of Oct 15, 2026, linne-oak 1.0 (31B) is tied for state of the art with low confidence in Decision models (since Oct 14, 2026; sources Decision Index Full; methodology v1.0).

As of Oct 15, 2026, vLLM-SR d3-flash (9B) is ranked #48 in Decision models (since Oct 15, 2026; sources Decision Index Full; methodology v1.0).