Model Intelligence Sheet
prithivmlmods/kairos-mm-qwen2.5-vl-7b-rl-aio-gguf overview
KAIROS-MM-Qwen2.5-VL-7B-RL is a multimodal reasoning model based on Qwen2.5-VL, designed to enable robots and vision AI agents to reason about the real world using physics understanding, prior knowledge, and common sense. The model understands space, time, and fundamental physical principles, and is well suited for planning, decision making, and long horizon video reasoning in embodied and agentic systems. It serves as a planning and reasoning backbone for embodied agents, allowing them to infer what actions to take next based on visual observations, temporal context, and physical constraints.
Downloads
140
Likes
2
Pipeline
video-text-to-text
Library
transformers
Visibility
Public
Access
Open
Repository Files & Downloads
14 files detected
Direct downloads for all repository files
| File | Type | Quantization | Size | Link |
|---|---|---|---|---|
| KAIROS-MM-Qwen2.5-VL-7B-RL.IQ4_XS.gguf | GGUF | IQ4_XS | 3.96 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q2_K.gguf | GGUF | Q2_K | 2.81 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_L.gguf | GGUF | Q3_K_L | 3.81 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_M.gguf | GGUF | Q3_K_M | 3.55 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_S.gguf | GGUF | Q3_K_S | 3.25 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q4_K_M.gguf | GGUF | Q4_K_M | 4.36 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q4_K_S.gguf | GGUF | Q4_K_S | 4.15 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q5_K_M.gguf | GGUF | Q5_K_M | 5.07 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q5_K_S.gguf | GGUF | Q5_K_S | 4.95 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q6_K.gguf | GGUF | Q6_K | 5.82 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.Q8_0.gguf | GGUF | — | 7.54 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.f16.gguf | GGUF | F16 | 14.19 GB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.mmproj-Q8_0.gguf | GGUF | — | 816.47 MB | Download |
| KAIROS-MM-Qwen2.5-VL-7B-RL.mmproj-f16.gguf | GGUF | F16 | 1.26 GB | Download |
Model Details Live
Metadata Inspector
Normalized metadata (stored in metadata_json)
{
"metadata": {},
"card_data": {
"license": "apache-2.0",
"language": [
"en"
],
"base_model": [
"prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL"
],
"pipeline_tag": "video-text-to-text",
"library_name": "transformers",
"tags": [
"text-generation-inference",
"agent",
"video-reasoning",
"llama.cpp"
],
"frontmatter": {
"license": "apache-2.0",
"language": [
"en"
],
"base_model": [
"prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL"
],
"pipeline_tag": "video-text-to-text",
"library_name": "transformers",
"tags": [
"text-generation-inference",
"agent",
"video-reasoning",
"llama.cpp"
]
},
"hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
"summary": "> KAIROS-MM-Qwen2.5-VL-7B-RL is a multimodal reasoning model based on Qwen2.5-VL, designed to enable robots and vision AI agents to reason about the real world using physics understanding, prior knowledge, and common sense. The model understands space, time, and fundamental physical principles, and is well suited for planning, decision making, and long horizon video reasoning in embodied and agentic systems. It serves as a planning and reasoning backbone for embodied agents, allowing them to infer what actions to take next based on visual observations, temporal context, and physical constraints.",
"quick_links": [],
"benchmark_table_html": "",
"readme_markdown": "---\nlicense: apache-2.0\nlanguage:\n- en\nbase_model:\n- prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL\npipeline_tag: video-text-to-text\nlibrary_name: transformers\ntags:\n- text-generation-inference\n- agent\n- video-reasoning\n- llama.cpp\n---\n\n# **KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF**\n\n> KAIROS-MM-Qwen2.5-VL-7B-RL is a multimodal reasoning model based on Qwen2.5-VL, designed to enable robots and vision AI agents to reason about the real world using physics understanding, prior knowledge, and common sense. The model understands space, time, and fundamental physical principles, and is well suited for planning, decision making, and long horizon video reasoning in embodied and agentic systems. It serves as a planning and reasoning backbone for embodied agents, allowing them to infer what actions to take next based on visual observations, temporal context, and physical constraints.\n\n## KAIROS-MM-Qwen2.5-VL-7B-RL [GGUF]\n\n| File Name | Quant Type | File Size | File Link |\n| - | - | - | - |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.IQ4_XS.gguf | IQ4_XS | 4.25 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.IQ4_XS.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q2_K.gguf | Q2_K | 3.02 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q2_K.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_L.gguf | Q3_K_L | 4.09 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_L.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_M.gguf | Q3_K_M | 3.81 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_M.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_S.gguf | Q3_K_S | 3.49 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q3_K_S.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q4_K_M.gguf | Q4_K_M | 4.68 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q4_K_M.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q4_K_S.gguf | Q4_K_S | 4.46 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q4_K_S.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q5_K_M.gguf | Q5_K_M | 5.44 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q5_K_M.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q5_K_S.gguf | Q5_K_S | 5.32 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q5_K_S.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q6_K.gguf | Q6_K | 6.25 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q6_K.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.Q8_0.gguf | Q8_0 | 8.1 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.Q8_0.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.f16.gguf | F16 | 15.2 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.f16.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.mmproj-Q8_0.gguf | mmproj-Q8_0 | 856 MB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.mmproj-Q8_0.gguf) |\n| KAIROS-MM-Qwen2.5-VL-7B-RL.mmproj-f16.gguf | mmproj-f16 | 1.35 GB | [Download](https://huggingface.co/prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF/blob/main/KAIROS-MM-Qwen2.5-VL-7B-RL.mmproj-f16.gguf) |\n\n## Quants Usage \n\n(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)\n\nHere is a handy graph by ikawrakow comparing some lower-quality quant\ntypes (lower is better):\n\n",
"related_quantizations": []
},
"tags": [
"transformers",
"gguf",
"qwen2_5_vl",
"text-generation-inference",
"agent",
"video-reasoning",
"llama.cpp",
"video-text-to-text",
"en",
"base_model:prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL",
"base_model:quantized:prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL",
"license:apache-2.0",
"endpoints_compatible",
"region:us",
"conversational"
],
"likes": 2,
"downloads": 140,
"gated": false,
"private": false,
"last_modified": "2026-02-03T16:15:40.000Z",
"created_at": "2025-12-31T16:14:13.000Z",
"pipeline_tag": "video-text-to-text",
"library_name": "transformers"
}
Source payload excerpt (from Hugging Face API)
{
"_id": "69554bd59b19147384b92a72",
"id": "prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF",
"modelId": "prithivMLmods/KAIROS-MM-Qwen2.5-VL-7B-RL-AIO-GGUF",
"sha": "47ac973875d1adff5d5a5693eed7ec54db08d062",
"createdAt": "2025-12-31T16:14:13.000Z",
"lastModified": "2026-02-03T16:15:40.000Z",
"author": "prithivMLmods",
"downloads": 140,
"likes": 2,
"gated": false,
"private": false,
"pipeline_tag": "video-text-to-text",
"library_name": "transformers",
"siblings_count": 17
}