{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Model: moonshotai/MoonViT-SO-400M","description":"Moonshot AI (Kimi) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4c32a2d1-e98b-42c3-906e-976733d7e361","json_url":"https://onlylabs.fyi/signals/4c32a2d1-e98b-42c3-906e-976733d7e361/signal.json","generated_at":"2026-06-11T02:50:44.167752+00:00","org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/moonshot","dossier_json_url":"https://onlylabs.fyi/labs/moonshot/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4c32a2d1-e98b-42c3-906e-976733d7e361","signal_json":"https://onlylabs.fyi/signals/4c32a2d1-e98b-42c3-906e-976733d7e361/signal.json","source":"https://huggingface.co/moonshotai/MoonViT-SO-400M","lab_dossier":"https://onlylabs.fyi/labs/moonshot","lab_dossier_json":"https://onlylabs.fyi/labs/moonshot/dossier.json","analysis":"https://onlylabs.fyi/analysis/moonshot","analysis_json":"https://onlylabs.fyi/analysis/moonshot/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/moonshot/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Moonshot AI (Kimi) published moonshotai/MoonViT-SO-400M. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 2.3K HF downloads · Notable release, moderate traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/moonshotai/MoonViT-SO-400M","source_host":"huggingface.co","occurred_at":"2025-04-10T10:02:35+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Moonshot AI (Kimi)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source 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This model signal is evidence of what shipped on model infrastructure and how the release is positioned. 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To facilitate the standalone use of MoonViT, we have separated the implementation and weights of MoonViT from [moonshotai/Kimi-VL-A3B-Instruct](https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct). If you are interested in the training process of MoonViT, you are welcome to read Paper [Kimi-VL Technical Report](https://huggingface.co/papers/2504.07491). Example usage ```python from PIL import Image from transformers import AutoModel, AutoImageProcessor model_path = \"moonshotai/MoonViT-SO-400M\" model = AutoModel.from_pretrained( model_path, torch_dtype=\"auto\", device_map=\"auto\", trust_remote_code=True, ) processor = AutoImageProcessor.from_pretrained(model_path, trust_remote_code=True) image_path = \"./figures/demo.png\" image = Image.open(image_path) images_processed = processor(image, return_tensors=\"pt\").to(dtype=model.dtype, device=model.device) image_features: list =..."},"evidence_pages":[{"url":"https://huggingface.co/moonshotai/MoonViT-SO-400M/raw/main/README.md","final_url":"https://huggingface.co/moonshotai/MoonViT-SO-400M/raw/main/README.md","title":"moonshotai/MoonViT-SO-400M model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:44.167752+00:00","bytes":1427,"raw_path":"bf647f53f468588a14182f3fdf168b91ceed5bff5346e4639f799e1bd4230f44.md","content_hash":"275a92f879147318629804a1347eed79c1736f64d3bbfd073c5e88454b4d2399","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit pipeline_tag: image-feature-extraction library_name: transformers --- <div align=\"center\"> <img width=\"30%\" src=\"figures/logo.png\"> </div> Introduction **MoonViT** is a Native-resolution Vision Encoder, which is initialized from and continually pre-trained on **SigLIP-SO-400M**. To facilitate the standalone use of MoonViT, we have separated the implementation and weights of MoonViT from [moonshotai/Kimi-VL-A3B-Instruct](https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct). If you are interested in the training process of MoonViT, you are welcome to read Paper [Kimi-VL Technical Report](https://huggingface.co/papers/2504.07491). Example usage ```python from PIL import Image from transformers import AutoModel, AutoImageProcessor model_path = \"moonshotai/MoonViT-SO-400M\" model = AutoModel.from_pretrained( model_path, torch_dtype=\"auto\", device_map=\"auto\", trust_remote_code=True, ) processor = AutoImageProcessor.from_pretrained(model_path, trust_remote_code=True) image_path = \"./figures/demo.png\" image = Image.open(image_path) images_processed = processor(image, return_tensors=\"pt\").to(dtype=model.dtype, device=model.device) image_features: list =..."}],"related_signals":[{"id":"4270b4f9-1cbb-4e03-b060-e6b0b6c5382b","url":"https://onlylabs.fyi/signals/4270b4f9-1cbb-4e03-b060-e6b0b6c5382b","source_url":"https://huggingface.co/moonshotai/Kimi-K2.6","title":"moonshotai/Kimi-K2.6","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-04-14T04:23:36+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source"},{"id":"73a6147b-4ca4-4e8f-a82a-00372977dd2d","url":"https://onlylabs.fyi/signals/73a6147b-4ca4-4e8f-a82a-00372977dd2d","source_url":"https://huggingface.co/moonshotai/Kimi-K2.5","title":"moonshotai/Kimi-K2.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-01-01T06:06:03+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source"},{"id":"eaf279e9-8be6-472b-ba5b-572b90649e86","url":"https://onlylabs.fyi/signals/eaf279e9-8be6-472b-ba5b-572b90649e86","source_url":"https://huggingface.co/moonshotai/Kimi-K2-Thinking","title":"moonshotai/Kimi-K2-Thinking","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2025-11-04T08:25:31+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source"},{"id":"843e4288-311b-4f45-8424-2a9e2384b46f","url":"https://onlylabs.fyi/signals/843e4288-311b-4f45-8424-2a9e2384b46f","source_url":"https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Base","title":"moonshotai/Kimi-Linear-48B-A3B-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2025-10-30T12:39:14+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source"},{"id":"a7143799-8064-4c17-89a9-88a541261d2b","url":"https://onlylabs.fyi/signals/a7143799-8064-4c17-89a9-88a541261d2b","source_url":"https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct","title":"moonshotai/Kimi-Linear-48B-A3B-Instruct","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2025-10-30T12:37:31+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source"},{"id":"4725655f-3a25-4629-b47a-86ecc2594ede","url":"https://onlylabs.fyi/signals/4725655f-3a25-4629-b47a-86ecc2594ede","source_url":"https://huggingface.co/moonshotai/Kimi-K2-Instruct-0905","title":"moonshotai/Kimi-K2-Instruct-0905","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2025-09-03T03:34:36+00:00","first_seen_at":"2026-06-06T01:49:33.791365+00:00","date_source":"source"}]}