Ling-3.0-flash
inclusionai/ling-3.0-flashLing 3.0 Flash is InclusionAI's (Ant Group) successor to Ling 2.6 Flash, a hybrid-reasoning Mixture-of-Experts model (~124B total, ~5.1B active) combining Kimi Delta Attention with Multi-Head Latent Attention for efficient long-range memory. It supports both thinking and non-thinking modes with a native 262K context, suited for fast general-purpose coding and agentic tasks.
Cost rate
0.1x
Context
262K
Released
Jul 23, 2026
Input
Text
Output
Text
Support
ReasoningTool callingStructured outputs