# kai-decision / K-IM-Deiction by Songkai > kai-decision is published as K-IM-Deiction with merged Qwen3.5-0.8B weights. Read its seven chat heads, optional adapter and reported evaluation. Updated 2026-11-07 (Australia/Adelaide) ## Quick answers ### What is kai-decision / K-IM-Deiction by Songkai? [kai-decision / K-IM-Deiction](): A Qwen3.5-0.8B model with seven fixed heads for Chinese enterprise group chats. [kai-decision / K-IM-Deiction facts]() [Source]() ### Who makes kai-decision / K-IM-Deiction? [kai-decision / K-IM-Deiction](): Songkai [kai-decision / K-IM-Deiction facts]() [Source]() By Songkai · Hugging Face package release: 2026-11-05 · OPEN A Qwen3.5-0.8B model with seven fixed heads for Chinese enterprise group chats. One pass labels category, sentiment, importance, urgency, intensity, attention and to-dos. Songkai publishes kai-decision v1.3 as K-IM-Deiction, with merged backbone weights and an optional adapter. The private chat data is not released. ## Facts - Package: Merged Qwen3.5-0.8B backbone and seven heads; optional 102.4 MB adapter - Inputs: Text windows, left-truncated to 512 tokens - Licence: Apache-2.0 ## Claims and sources - **VENDOR-REPORTED**: On 258 windows held out by time within each group, the maker reports category macro-F1 0.637 and attention AUC 0.801 against GLM-5.3 labels. Release gates were revised after measuring label quality; the attention result is borderline, with only 35 positive examples. The reported 40.3 ms median covers all seven heads on an RTX 4090 D at batch one. [source]() ## Links - [Source: K-IM-Deiction card and merged weights]() - [Source: Package history]() ## Related projects No related projects are listed in the registry.