{"schema_version":"onlylabs.public_signal.v1","title":"Meituan (LongCat) Model: meituan-longcat/LongCat-Flash-Omni","description":"Meituan (LongCat) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0","json_url":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0/signal.json","generated_at":"2026-06-11T02:49:54.378915+00:00","org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/meituan","dossier_json_url":"https://onlylabs.fyi/labs/meituan/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0","signal_json":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0/signal.json","source":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni","lab_dossier":"https://onlylabs.fyi/labs/meituan","lab_dossier_json":"https://onlylabs.fyi/labs/meituan/dossier.json","analysis":"https://onlylabs.fyi/analysis/meituan","analysis_json":"https://onlylabs.fyi/analysis/meituan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/meituan/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Meituan (LongCat) published meituan-longcat/LongCat-Flash-Omni. 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for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0/signal.json","required":true},{"label":"source","url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/meituan/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/meituan/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Meituan (LongCat)'s model signal \"meituan-longcat/LongCat-Flash-Omni\" for neolab strategy."},"semantic_triples":[{"subject":"Meituan (LongCat)","predicate":"published model","object":"meituan-longcat/LongCat-Flash-Omni","text":"Meituan (LongCat) published model meituan-longcat/LongCat-Flash-Omni."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"is classified as","object":"model signal","text":"meituan-longcat/LongCat-Flash-Omni is classified as model signal."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"belongs to","object":"releases desk","text":"meituan-longcat/LongCat-Flash-Omni belongs to releases desk."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meituan-longcat/LongCat-Flash-Omni has evidence coverage 1 captured evidence page."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has captured page count","object":"1","text":"meituan-longcat/LongCat-Flash-Omni has captured page count 1."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has readable page count","object":"1","text":"meituan-longcat/LongCat-Flash-Omni has readable page count 1."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has related signal count","object":"6","text":"meituan-longcat/LongCat-Flash-Omni has related signal count 6."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"meituan-longcat/LongCat-Flash-Omni has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has source host","object":"huggingface.co","text":"meituan-longcat/LongCat-Flash-Omni has source host huggingface.co."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has lab","object":"Meituan (LongCat)","text":"meituan-longcat/LongCat-Flash-Omni has lab Meituan (LongCat)."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has signal desk","object":"releases","text":"meituan-longcat/LongCat-Flash-Omni has signal desk releases."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has source host","object":"huggingface.co","text":"meituan-longcat/LongCat-Flash-Omni has source host huggingface.co."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has task","object":"any-to-any","text":"meituan-longcat/LongCat-Flash-Omni has task any-to-any."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has license","object":"mit","text":"meituan-longcat/LongCat-Flash-Omni has license mit."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has library","object":"transformers","text":"meituan-longcat/LongCat-Flash-Omni has library transformers."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has params","object":"560.7B","text":"meituan-longcat/LongCat-Flash-Omni has params 560.7B."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has downloads","object":"62","text":"meituan-longcat/LongCat-Flash-Omni has downloads 62."}]},"intelligence":{"signal_desk":"releases","answer":"Meituan (LongCat) published meituan-longcat/LongCat-Flash-Omni. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 62 HF downloads · Low traction, routine release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Meituan (LongCat)","predicate":"published model","object":"meituan-longcat/LongCat-Flash-Omni","text":"Meituan (LongCat) published model meituan-longcat/LongCat-Flash-Omni."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"is classified as","object":"model signal","text":"meituan-longcat/LongCat-Flash-Omni is classified as model signal."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"belongs to","object":"releases desk","text":"meituan-longcat/LongCat-Flash-Omni belongs to releases desk."},{"subject":"meituan-longcat/LongCat-Flash-Omni","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meituan-longcat/LongCat-Flash-Omni has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b4a74d85-e122-4100-83d9-49e629e415d0","url":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0","json_url":"https://onlylabs.fyi/signals/b4a74d85-e122-4100-83d9-49e629e415d0/signal.json","source_url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni","title":"meituan-longcat/LongCat-Flash-Omni","summary":"Meituan (LongCat) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2025-10-23T09:42:24+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/meituan-longcat/LongCat-Flash-Omni/raw/main/README.md"]},"facets":{"pipeline_tag":"any-to-any","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":62,"hf_likes":112},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni/raw/main/README.md","final_url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni/raw/main/README.md","title":"meituan-longcat/LongCat-Flash-Omni model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:54.378915+00:00","bytes":20393,"raw_path":"a1c8c6565874d3d3dee0a652e48e4abc10d0132272ed10ee265a757533a49439.md","content_hash":"4d324c4a9caa490f00db290929930fd58d3269853af4cd65365353a8ea7d5476","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers license: mit pipeline_tag: any-to-any tags: - transformers --- LongCat-Flash-Omni <div align=\"center\"> <img src=\"https://raw.githubusercontent.com/meituan-longcat/LongCat-Flash-Omni/main/figures/LongCat-Flash-Omni.svg\" width=\"300\" alt=\"LongCat Logo\"/> </div> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://longcat.ai/\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Omni\" src=\"https://img.shields.io/badge/🤖%20Omni-LongCat--Flash--Omni-ADFF2F?color=29E154&logoColor=white\" fill-opacity=\"1\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://github.com/meituan-longcat/LongCat-Flash-Omni\"> <img alt=\"github\" src=\"https://img.shields.io/badge/🤖%20Github-LongCat--Flash--Omni-ff6b6b?color=1783ff&logoColor=white\" style=\"display: inline-block; vertical-align: middle;\"/> </a> </div> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://raw.githubusercontent.com/meituan-longcat/LongCat-Flash-Omni/main/figures/wechat_official_accounts.jpg\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Wechat\" src=\"https://img.shields.io/badge/WeChat-LongCat-brightgreen?logo=wechat&logoColor=white\" style=\"display: inline-block;..."},"evidence_pages":[{"url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni/raw/main/README.md","final_url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Omni/raw/main/README.md","title":"meituan-longcat/LongCat-Flash-Omni model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:54.378915+00:00","bytes":20393,"raw_path":"a1c8c6565874d3d3dee0a652e48e4abc10d0132272ed10ee265a757533a49439.md","content_hash":"4d324c4a9caa490f00db290929930fd58d3269853af4cd65365353a8ea7d5476","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers license: mit pipeline_tag: any-to-any tags: - transformers --- LongCat-Flash-Omni <div align=\"center\"> <img src=\"https://raw.githubusercontent.com/meituan-longcat/LongCat-Flash-Omni/main/figures/LongCat-Flash-Omni.svg\" width=\"300\" alt=\"LongCat Logo\"/> </div> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://longcat.ai/\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Omni\" src=\"https://img.shields.io/badge/🤖%20Omni-LongCat--Flash--Omni-ADFF2F?color=29E154&logoColor=white\" fill-opacity=\"1\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://github.com/meituan-longcat/LongCat-Flash-Omni\"> <img alt=\"github\" src=\"https://img.shields.io/badge/🤖%20Github-LongCat--Flash--Omni-ff6b6b?color=1783ff&logoColor=white\" style=\"display: inline-block; vertical-align: middle;\"/> </a> </div> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://raw.githubusercontent.com/meituan-longcat/LongCat-Flash-Omni/main/figures/wechat_official_accounts.jpg\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Wechat\" src=\"https://img.shields.io/badge/WeChat-LongCat-brightgreen?logo=wechat&logoColor=white\" style=\"display: inline-block;..."}],"related_signals":[{"id":"e4c071e6-bd50-43b7-b2af-615faeff0b43","url":"https://onlylabs.fyi/signals/e4c071e6-bd50-43b7-b2af-615faeff0b43","source_url":"https://huggingface.co/meituan-longcat/WBench-weights","title":"meituan-longcat/WBench-weights","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-05-22T08:12:09+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"},{"id":"7f5c593a-f324-47ed-b670-9c22227bc2e3","url":"https://onlylabs.fyi/signals/7f5c593a-f324-47ed-b670-9c22227bc2e3","source_url":"https://huggingface.co/meituan-longcat/LongCat-AudioDiT-3.5B","title":"meituan-longcat/LongCat-AudioDiT-3.5B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-03-30T06:03:21+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"},{"id":"46fdfdb3-74ee-4103-b384-719bc719be6a","url":"https://onlylabs.fyi/signals/46fdfdb3-74ee-4103-b384-719bc719be6a","source_url":"https://huggingface.co/meituan-longcat/LongCat-AudioDiT-1B","title":"meituan-longcat/LongCat-AudioDiT-1B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-03-30T03:25:12+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"},{"id":"36ef6e6c-4c65-4452-bc24-39df23834feb","url":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb","source_url":"https://huggingface.co/meituan-longcat/LongCat-Next","title":"meituan-longcat/LongCat-Next","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-03-25T13:18:39+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"},{"id":"8e20d9ca-387f-4703-a490-a79d1efda077","url":"https://onlylabs.fyi/signals/8e20d9ca-387f-4703-a490-a79d1efda077","source_url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Prover","title":"meituan-longcat/LongCat-Flash-Prover","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-03-20T04:04:15+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"},{"id":"5c2f1bcf-dc21-4983-bb97-037dd72546e2","url":"https://onlylabs.fyi/signals/5c2f1bcf-dc21-4983-bb97-037dd72546e2","source_url":"https://huggingface.co/meituan-longcat/LongCat-Image-Edit-Turbo","title":"meituan-longcat/LongCat-Image-Edit-Turbo","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-02-03T09:46:53+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"}]}