# Clef (Cloudflare, Qwen3.8-27B post-train with a joint schema head, multimodal, measured on text) vs linne-oak 1.0 (31B)

As of Oct 15, 2026, Clef (Cloudflare, Qwen3.8-27B post-train with a joint schema head, multimodal, measured on text) leads linne-oak 1.0 (31B) in 0 of 1 shared categories.

Clef (Cloudflare, Qwen3.8-27B post-train with a joint schema head, multimodal, measured on text): price per 1M tokens is unset in the catalog.

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

Clef (Cloudflare, Qwen3.8-27B post-train with a joint schema head, multimodal, measured on text): open weights.

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

- Which to pick, Decision models: As of Oct 15, 2026, linne-oak 1.0 (31B) leads Clef (Cloudflare, Qwen3.8-27B post-train with a joint schema head, multimodal, measured on text) in Decision models at #1 against #42.

As of Oct 15, 2026, Clef (Cloudflare, Qwen3.8-27B post-train with a joint schema head, multimodal, measured on text) is ranked #42 in Decision models (since Oct 15, 2026; sources Decision Index Full and JevBench; methodology v1.0).

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).
