LLaDA-UI

Ling 3.1 Flash

InclusionAI (Ant Group)

Ling 3.1 Flash is InclusionAI’s hosted hybrid reasoning language model for coding, multi-step analysis, and agents that call tools. Its mixture-of-experts network has 560B total parameters and activates 25B per token. The verified September 30 availability announcement provides a 262K context through Vercel AI Gateway, suitable for long documents, repository analysis, and extended task histories. Standard and temporary free API identifiers represent the same model. Public weights were not verified at the audit date, so hosted availability is recorded without assuming a downloadable license or checkpoint.

Ling-3.0-Flash-VL

InclusionAI (Ant Group)

Ling-3.0-Flash-VL extends the Ling3.0-Flash language backbone with native image and video understanding for visual reasoning and agent execution. A ViT encoder, MLP projector, VideoRoPE, and hybrid KDA/gated MLA backbone combine visual evidence with planning, action, and verification. The 124B model activates 5.5B parameters and supports up to 256K context through the documented deployment extension. The September 4 official changelog establishes public chat/API access before the subsequent open-weight promotion. MIT weights enable local visual assistants and document or video analysis.

UI-Venus-2

InclusionAI (Ant Group)

UI-Venus-2 is a distinct vision-language model specialization for GUI interaction, combining screenshot understanding with natural-language task reasoning and structured actions. The second generation adds multilingual mobile, browser, and desktop environments, keypoint-grounded verification, and reflection-based recovery. The released 9B checkpoint is initialized from Qwen3.5-9B; a 27B tier is described in research evaluations, but its weights are not verified. The current model card explicitly leaves its weight license unresolved. Local inference requires an external action parser and execution framework; the model itself emits language reasoning and actions.