AI Image2026
A drop-in GGUF text encoder (Qwen3‑VL‑8B‑Instruct) with its refusal direction projected out for use with stable-diffusion.cpp; drastically reduces chat refusals while leaving the 7B image denoiser and visual outputs essentially unchanged.
AI Model2026
Runs a 24B-parameter mixture-of-experts reasoning model with only ~2B active parameters per token for fast on-device agentic workflows; provides a 131K-token context and 128K vocabulary, post-trained for tool calling and agentic RL—pair with retrieval for knowledge-heavy tasks.