Ling 2.6 Flash
InclusionAI · 2026-04-28 · 107.5B parameters
Ling 2.6 Flash is InclusionAI's open-weight instant-response instruct MoE, released on April 28, 2026; InclusionAI describes its scale as about 104B total and 7.4B activated, while the official checkpoint metadata counts exactly 107,494,409,216 parameters. It retrofits Ling 2.0 with 32 layers of hybrid Lightning Attention and MLA in a 7:1 ratio and is optimized for token-efficient agentic tasks rather than Ring 2.6's distinct deeper-reasoning behavior. The checkpoint config is native to 131,072 positions, while the official SGLang instructions support 262,144 with a 2x YaRN override.