{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Model: arcee-ai/Virtuoso-Large","description":"Arcee AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3a9535a1-b0ed-4bc6-824d-ea39702635ec","json_url":"https://onlylabs.fyi/signals/3a9535a1-b0ed-4bc6-824d-ea39702635ec/signal.json","generated_at":"2026-06-11T02:50:41.668277+00:00","org":{"slug":"arcee","name":"Arcee AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/arcee","dossier_json_url":"https://onlylabs.fyi/labs/arcee/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/3a9535a1-b0ed-4bc6-824d-ea39702635ec","signal_json":"https://onlylabs.fyi/signals/3a9535a1-b0ed-4bc6-824d-ea39702635ec/signal.json","source":"https://huggingface.co/arcee-ai/Virtuoso-Large","lab_dossier":"https://onlylabs.fyi/labs/arcee","lab_dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis":"https://onlylabs.fyi/analysis/arcee","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/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":"Arcee AI published arcee-ai/Virtuoso-Large. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 12 HF downloads · Extremely low downloads, trivial release.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/arcee-ai/Virtuoso-Large","source_host":"huggingface.co","occurred_at":"2025-06-09T17:23:45+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Arcee AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"other","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"72.7B","source":"model"},{"label":"Downloads","value":"12","source":"traction"},{"label":"Likes","value":"30","source":"traction"},{"label":"Notability","value":"Extremely low downloads, trivial release.","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/arcee-ai/Virtuoso-Large/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:41.668277+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3a9535a1-b0ed-4bc6-824d-ea39702635ec/signal.json","dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/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/3a9535a1-b0ed-4bc6-824d-ea39702635ec/signal.json","required":true},{"label":"source","url":"https://huggingface.co/arcee-ai/Virtuoso-Large","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/arcee/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/arcee/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 Arcee AI's model signal \"arcee-ai/Virtuoso-Large\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published model","object":"arcee-ai/Virtuoso-Large","text":"Arcee AI published model arcee-ai/Virtuoso-Large."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"is classified as","object":"model signal","text":"arcee-ai/Virtuoso-Large is classified as model signal."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Virtuoso-Large belongs to releases desk."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Virtuoso-Large has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has captured page count","object":"1","text":"arcee-ai/Virtuoso-Large has captured page count 1."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has readable page count","object":"1","text":"arcee-ai/Virtuoso-Large has readable page count 1."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has related signal count","object":"6","text":"arcee-ai/Virtuoso-Large has related signal count 6."},{"subject":"arcee-ai/Virtuoso-Large","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":"arcee-ai/Virtuoso-Large has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Virtuoso-Large has source host huggingface.co."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/Virtuoso-Large has lab Arcee AI."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has signal desk","object":"releases","text":"arcee-ai/Virtuoso-Large has signal desk releases."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Virtuoso-Large has source host huggingface.co."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has task","object":"text-generation","text":"arcee-ai/Virtuoso-Large has task text-generation."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has license","object":"other","text":"arcee-ai/Virtuoso-Large has license other."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has library","object":"transformers","text":"arcee-ai/Virtuoso-Large has library transformers."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has params","object":"72.7B","text":"arcee-ai/Virtuoso-Large has params 72.7B."},{"subject":"arcee-ai/Virtuoso-Large","predicate":"has downloads","object":"12","text":"arcee-ai/Virtuoso-Large has downloads 12."}]},"intelligence":{"signal_desk":"releases","answer":"Arcee AI published arcee-ai/Virtuoso-Large. 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With state-of-the-art performance, it offers unparalleled capability for nuanced understanding, contextual adaptability, and high accuracy. Model Details - Architecture Base: Qwen2.5-72B - Parameter Count: 72B - License: Qwen's Tongyi License Use Cases - Advanced content creation, such as technical writing and creative storytelling - Data summarization and report generation for cross-functional domains - Detailed knowledge synthesis and deep-dive insights from diverse datasets - Multilingual support for international operations and communications Quantizations GGUF format available [here](https://huggingface.co/arcee-ai/Virtuoso-Large-GGUF) License **Virtuoso-Large (72B)** is released under the qwen license. You are free to use,..."},"evidence_pages":[{"url":"https://huggingface.co/arcee-ai/Virtuoso-Large/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Virtuoso-Large/raw/main/README.md","title":"arcee-ai/Virtuoso-Large model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:41.668277+00:00","bytes":1579,"raw_path":"42127ca9854b3a2bc03856eb57530867d9dfc74be0d32531ad7860423db7aec9.md","content_hash":"1265c4b9e0e0d4a1d4a730d3d2b1498f50cb6c6dd80d87af138b91ba35a60af1","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: - Qwen/Qwen2.5-72B library_name: transformers license: other license_name: qwen license_link: https://huggingface.co/Qwen/Qwen2.5-72B-Instruct/blob/main/LICENSE --- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/aaUsAuDk79RMvG3ShWuMY.png) **Virtuoso-Large (72B)** is our most powerful and versatile general-purpose model, designed to excel at handling complex and varied tasks across domains. With state-of-the-art performance, it offers unparalleled capability for nuanced understanding, contextual adaptability, and high accuracy. Model Details - Architecture Base: Qwen2.5-72B - Parameter Count: 72B - License: Qwen's Tongyi License Use Cases - Advanced content creation, such as technical writing and creative storytelling - Data summarization and report generation for cross-functional domains - Detailed knowledge synthesis and deep-dive insights from diverse datasets - Multilingual support for international operations and communications Quantizations GGUF format available [here](https://huggingface.co/arcee-ai/Virtuoso-Large-GGUF) License **Virtuoso-Large (72B)** is released under the qwen license. You are free to use,..."}],"related_signals":[{"id":"429af5af-ee30-4a25-874a-139c404e5dec","url":"https://onlylabs.fyi/signals/429af5af-ee30-4a25-874a-139c404e5dec","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-Thinking","title":"arcee-ai/Trinity-Large-Thinking","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-04-01T03:35:06+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"b357f482-7717-4ab4-ae03-f146b4efef08","url":"https://onlylabs.fyi/signals/b357f482-7717-4ab4-ae03-f146b4efef08","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-Preview","title":"arcee-ai/Trinity-Large-Preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T14:52:00+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"d077f164-5763-41f9-925d-f7baa485ef29","url":"https://onlylabs.fyi/signals/d077f164-5763-41f9-925d-f7baa485ef29","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-Base","title":"arcee-ai/Trinity-Large-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T11:31:37+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"a4e0c878-5f8b-40c6-9f98-4ee804203235","url":"https://onlylabs.fyi/signals/a4e0c878-5f8b-40c6-9f98-4ee804203235","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-TrueBase","title":"arcee-ai/Trinity-Large-TrueBase","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T10:15:24+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"b8d9abb6-e894-46ef-9a30-93ce6bcf43fc","url":"https://onlylabs.fyi/signals/b8d9abb6-e894-46ef-9a30-93ce6bcf43fc","source_url":"https://huggingface.co/arcee-ai/AFM-4.5B-Base-KDA-NoPE","title":"arcee-ai/AFM-4.5B-Base-KDA-NoPE","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-12-14T21:35:17+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"854622d8-0334-40e4-8706-9c1a05e69792","url":"https://onlylabs.fyi/signals/854622d8-0334-40e4-8706-9c1a05e69792","source_url":"https://huggingface.co/arcee-ai/AFM-4.5B-Base-KDA-Only","title":"arcee-ai/AFM-4.5B-Base-KDA-Only","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-12-14T21:35:04+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"}]}