Selected Publications

• Inclusion AI, Ant Group. Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs. Technical Report, 2025.

• Inclusion AI, Ant Group. AWorld: Enabling Agent Self-Improvement through Interactive Experience with Dynamic Runtime. Technical Report, 2025.

• Inclusion AI, Ant Group. Ming-omni: A unified multimodal model for perception and generation. Technical Report, 2025.

• Inclusion AI, Ant Group. Ming-lite-uni: Advancements in unified architecture for natural multimodal interaction. Technical Report, 2025.

• Inclusion AI, Ant Group. M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning. Technical Report, 2025.