A benchmark workshop evaluated GPT-5.5, Kimi, DeepSeek, and Mistral across retrieval, image analysis, and autonomous agent tasks. GPT-5.5 and Kimi excelled in accuracy and tool calling, while smaller models required structured prompt optimization to match performance.