{"schema_version":"onlylabs.public_signal.v1","title":"Meituan (LongCat) Model: meituan-longcat/LongCat-Next","description":"Meituan (LongCat) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb","json_url":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb/signal.json","generated_at":"2026-06-11T02:41:04.105615+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/36ef6e6c-4c65-4452-bc24-39df23834feb","signal_json":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb/signal.json","source":"https://huggingface.co/meituan-longcat/LongCat-Next","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-Next. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 2.2K HF downloads · Meituan model with moderate downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/meituan-longcat/LongCat-Next","source_host":"huggingface.co","occurred_at":"2026-03-25T13:18:39+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Meituan (LongCat)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"any-to-any","source":"model"},{"label":"License","value":"mit","source":"model"},{"label":"Library","value":"LongCat-Next","source":"model"},{"label":"Params","value":"74.3B","source":"model"},{"label":"Downloads","value":"2.2K","source":"traction"},{"label":"Likes","value":"179","source":"traction"},{"label":"Notability","value":"Meituan model with moderate downloads","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"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-Next/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:41:04.105615+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb/signal.json","dossier_json":"https://onlylabs.fyi/labs/meituan/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/meituan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/meituan/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; 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/36ef6e6c-4c65-4452-bc24-39df23834feb/signal.json","required":true},{"label":"source","url":"https://huggingface.co/meituan-longcat/LongCat-Next","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-Next\" for neolab strategy."},"semantic_triples":[{"subject":"Meituan (LongCat)","predicate":"published model","object":"meituan-longcat/LongCat-Next","text":"Meituan (LongCat) published model meituan-longcat/LongCat-Next."},{"subject":"meituan-longcat/LongCat-Next","predicate":"is classified as","object":"model signal","text":"meituan-longcat/LongCat-Next is classified as model signal."},{"subject":"meituan-longcat/LongCat-Next","predicate":"belongs to","object":"releases desk","text":"meituan-longcat/LongCat-Next belongs to releases desk."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meituan-longcat/LongCat-Next has evidence coverage 1 captured evidence page."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has captured page count","object":"1","text":"meituan-longcat/LongCat-Next has captured page count 1."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has readable page count","object":"1","text":"meituan-longcat/LongCat-Next has readable page count 1."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has related signal count","object":"6","text":"meituan-longcat/LongCat-Next has related signal count 6."},{"subject":"meituan-longcat/LongCat-Next","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-Next 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-Next","predicate":"has source host","object":"huggingface.co","text":"meituan-longcat/LongCat-Next has source host huggingface.co."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has lab","object":"Meituan (LongCat)","text":"meituan-longcat/LongCat-Next has lab Meituan (LongCat)."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has signal desk","object":"releases","text":"meituan-longcat/LongCat-Next has signal desk releases."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has source host","object":"huggingface.co","text":"meituan-longcat/LongCat-Next has source host huggingface.co."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has task","object":"any-to-any","text":"meituan-longcat/LongCat-Next has task any-to-any."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has license","object":"mit","text":"meituan-longcat/LongCat-Next has license mit."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has library","object":"LongCat-Next","text":"meituan-longcat/LongCat-Next has library LongCat-Next."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has params","object":"74.3B","text":"meituan-longcat/LongCat-Next has params 74.3B."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has downloads","object":"2.2K","text":"meituan-longcat/LongCat-Next has downloads 2.2K."}]},"intelligence":{"signal_desk":"releases","answer":"Meituan (LongCat) published meituan-longcat/LongCat-Next. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 2.2K HF downloads · Meituan model with moderate downloads. 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-Next","text":"Meituan (LongCat) published model meituan-longcat/LongCat-Next."},{"subject":"meituan-longcat/LongCat-Next","predicate":"is classified as","object":"model signal","text":"meituan-longcat/LongCat-Next is classified as model signal."},{"subject":"meituan-longcat/LongCat-Next","predicate":"belongs to","object":"releases desk","text":"meituan-longcat/LongCat-Next belongs to releases desk."},{"subject":"meituan-longcat/LongCat-Next","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meituan-longcat/LongCat-Next has evidence coverage 1 captured evidence page."}]},"signal":{"id":"36ef6e6c-4c65-4452-bc24-39df23834feb","url":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb","json_url":"https://onlylabs.fyi/signals/36ef6e6c-4c65-4452-bc24-39df23834feb/signal.json","source_url":"https://huggingface.co/meituan-longcat/LongCat-Next","title":"meituan-longcat/LongCat-Next","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":"2026-03-25T13:18:39+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-Next/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":2184,"hf_likes":179},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/meituan-longcat/LongCat-Next/raw/main/README.md","final_url":"https://huggingface.co/meituan-longcat/LongCat-Next/raw/main/README.md","title":"meituan-longcat/LongCat-Next model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:04.105615+00:00","bytes":17815,"raw_path":"3278f315e5dd7a98a53731e8fb338afc9750d53bc7ac68ec5af73b70102a24a8.md","content_hash":"f18e3f46bad0be62397b5a87d41e12f4a00123ca5fdfad6befa53677bed58aae","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit library_name: LongCat-Next pipeline_tag: any-to-any tags: - transformers - multimodal --- LongCat-Next <div align=\"center\"> <img src=\"https://raw.githubusercontent.com/meituan-longcat/LongCat-Flash-Chat/main/figures/longcat_logo.svg\" width=\"300\" alt=\"LongCat Logo\"/> </div> <hr> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://longcat.chat/longcat-next/intro\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Blog\" src=\"https://img.shields.io/badge/Blog-LongCatNext-white?logo=safari&logoColor=white&color=purple\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://huggingface.co/meituan-longcat/LongCat-Next\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Hugging Face\" src=\"https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-LongCatNext-ffc107?color=ffc107&logoColor=white\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://github.com/meituan-longcat/LongCat-Next\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"GitHub\" src=\"https://img.shields.io/badge/GitHub-LongCatNext-white?logo=github&logoColor=white&color=a4b5d5\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a..."},"evidence_pages":[{"url":"https://huggingface.co/meituan-longcat/LongCat-Next/raw/main/README.md","final_url":"https://huggingface.co/meituan-longcat/LongCat-Next/raw/main/README.md","title":"meituan-longcat/LongCat-Next model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:04.105615+00:00","bytes":17815,"raw_path":"3278f315e5dd7a98a53731e8fb338afc9750d53bc7ac68ec5af73b70102a24a8.md","content_hash":"f18e3f46bad0be62397b5a87d41e12f4a00123ca5fdfad6befa53677bed58aae","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit library_name: LongCat-Next pipeline_tag: any-to-any tags: - transformers - multimodal --- LongCat-Next <div align=\"center\"> <img src=\"https://raw.githubusercontent.com/meituan-longcat/LongCat-Flash-Chat/main/figures/longcat_logo.svg\" width=\"300\" alt=\"LongCat Logo\"/> </div> <hr> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://longcat.chat/longcat-next/intro\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Blog\" src=\"https://img.shields.io/badge/Blog-LongCatNext-white?logo=safari&logoColor=white&color=purple\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://huggingface.co/meituan-longcat/LongCat-Next\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Hugging Face\" src=\"https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-LongCatNext-ffc107?color=ffc107&logoColor=white\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://github.com/meituan-longcat/LongCat-Next\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"GitHub\" src=\"https://img.shields.io/badge/GitHub-LongCatNext-white?logo=github&logoColor=white&color=a4b5d5\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a..."}],"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":"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"},{"id":"9f916958-b4fe-4a38-9823-4108ad90c57e","url":"https://onlylabs.fyi/signals/9f916958-b4fe-4a38-9823-4108ad90c57e","source_url":"https://huggingface.co/meituan-longcat/LongCat-Flash-Lite","title":"meituan-longcat/LongCat-Flash-Lite","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"meituan","name":"Meituan (LongCat)","category":"neolab"},"occurred_at":"2026-01-27T08:03:21+00:00","first_seen_at":"2026-06-06T01:49:33.5324+00:00","date_source":"source"}]}