10 actions in 5 pieces of software · ranked by words, meaning and measured trust · 623 ms

1. 1Multimodal VLM Thinkingdemo or tutorialno passport yet

   MCP serverrecord

   • Multimodal_VLM_Thinking_noop_1

   • Multimodal_VLM_Thinking_noop

   • Multimodal_VLM_Thinking_run_image

   • Multimodal_VLM_Thinking_load_example_data

2. 2zsxkib/kimi-vl-a3b-thinkingverified and signedpassport

   modelrecord

   • zsxkib/kimi-vl-a3b-thinking

     Kimi-VL-A3B-Thinking is a multi-modal LLM that can understand text and images, and generate text with thinking processes

3. 3nemo-mbridge-perf-moe-vlm-trainingverified and signedpassport

   skillnvidia/skillsrecord

   • nemo-mbridge-perf-moe-vlm-training

     Practical guidance for training MoE VLMs in Megatron Bridge. Compares FSDP and 3D-parallel approaches, using rounded lessons from Qwen3-VL, Qwen3-Next, and other multimodal experiments.

4. 4Polaris-Pro Scientific Multimodal Modelverified and signedpassport

   MCP serverrecord

   • polaris_pro_scientific_vlm_on_task_change

5. 5Multimodal VLM v1.0demo or tutorialno passport yet

   MCP serverrecord

   • Multimodal_VLM_v1_0_run_doc

   • Multimodal_VLM_v1_0_run_md3

   • Multimodal_VLM_v1_0_noop_1