{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Model: arcee-ai/Virtuoso-Medium-v2-bf16-mlx","description":"Arcee AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3c095fcd-833f-483e-9c15-ed5a3f5a9113","json_url":"https://onlylabs.fyi/signals/3c095fcd-833f-483e-9c15-ed5a3f5a9113/signal.json","generated_at":"2026-06-11T03:03:58.711538+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/3c095fcd-833f-483e-9c15-ed5a3f5a9113","signal_json":"https://onlylabs.fyi/signals/3c095fcd-833f-483e-9c15-ed5a3f5a9113/signal.json","source":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx","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-Medium-v2-bf16-mlx. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1 HF downloads · Minimal traction, routine 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-Medium-v2-bf16-mlx","source_host":"huggingface.co","occurred_at":"2025-01-31T14:09:02+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":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"32.8B","source":"model"},{"label":"Downloads","value":"1","source":"traction"},{"label":"Likes","value":"0","source":"traction"},{"label":"Notability","value":"Minimal traction, routine release","source":"signal"},{"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/arcee-ai/Virtuoso-Medium-v2-bf16-mlx/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:03:58.711538+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3c095fcd-833f-483e-9c15-ed5a3f5a9113/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/3c095fcd-833f-483e-9c15-ed5a3f5a9113/signal.json","required":true},{"label":"source","url":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx","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-Medium-v2-bf16-mlx\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published model","object":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","text":"Arcee AI published model arcee-ai/Virtuoso-Medium-v2-bf16-mlx."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"is classified as","object":"model signal","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx is classified as model signal."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx belongs to releases desk."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has captured page count","object":"1","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has captured page count 1."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has readable page count","object":"1","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has readable page count 1."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has related signal count","object":"6","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has related signal count 6."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","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-Medium-v2-bf16-mlx 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-Medium-v2-bf16-mlx","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has source host huggingface.co."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has lab Arcee AI."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has signal desk","object":"releases","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has signal desk releases."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has source host huggingface.co."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has task","object":"text-generation","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has task text-generation."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has license","object":"apache-2.0","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has license apache-2.0."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has library","object":"transformers","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has library transformers."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has params","object":"32.8B","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has params 32.8B."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has downloads","object":"1","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has downloads 1."}]},"intelligence":{"signal_desk":"releases","answer":"Arcee AI published arcee-ai/Virtuoso-Medium-v2-bf16-mlx. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1 HF downloads · Minimal traction, routine release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Arcee AI","predicate":"published model","object":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","text":"Arcee AI published model arcee-ai/Virtuoso-Medium-v2-bf16-mlx."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"is classified as","object":"model signal","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx is classified as model signal."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx belongs to releases desk."},{"subject":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3c095fcd-833f-483e-9c15-ed5a3f5a9113","url":"https://onlylabs.fyi/signals/3c095fcd-833f-483e-9c15-ed5a3f5a9113","json_url":"https://onlylabs.fyi/signals/3c095fcd-833f-483e-9c15-ed5a3f5a9113/signal.json","source_url":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx","title":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx","summary":"Arcee AI published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-01-31T14:09:02+00:00","first_seen_at":"2026-06-06T01:50:05.756622+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/arcee-ai/Virtuoso-Medium-v2-bf16-mlx/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":1,"hf_likes":0},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx/raw/main/README.md","title":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:03:58.711538+00:00","bytes":867,"raw_path":"82dced1aaef4253ee468e698c631b16f0b0f14d1f87e1360f614f3198ecc7fcf.md","content_hash":"6be339e2762728fc7abf39e8267e6a924a77f08a5d0a3d0d470ff17b05b76e21","excerpt_chars":1200,"truncated":false,"excerpt":"--- base_model: arcee-ai/Virtuoso-Medium-v2 library_name: transformers tags: - mergekit - merge - mlx license: apache-2.0 --- mlx-community/Virtuoso-Medium-v2-bf16 The Model [mlx-community/Virtuoso-Medium-v2-bf16](https://huggingface.co/mlx-community/Virtuoso-Medium-v2-bf16) was converted to MLX format from [arcee-ai/Virtuoso-Medium-v2](https://huggingface.co/arcee-ai/Virtuoso-Medium-v2) using mlx-lm version **0.21.1**. Use with mlx ```bash pip install mlx-lm ``` ```python from mlx_lm import load, generate model, tokenizer = load(\"mlx-community/Virtuoso-Medium-v2-bf16\") prompt = \"hello\" if tokenizer.chat_template is not None: messages = [{\"role\": \"user\", \"content\": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) response = generate(model, tokenizer, prompt=prompt, verbose=True) ```"},"evidence_pages":[{"url":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Virtuoso-Medium-v2-bf16-mlx/raw/main/README.md","title":"arcee-ai/Virtuoso-Medium-v2-bf16-mlx model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:03:58.711538+00:00","bytes":867,"raw_path":"82dced1aaef4253ee468e698c631b16f0b0f14d1f87e1360f614f3198ecc7fcf.md","content_hash":"6be339e2762728fc7abf39e8267e6a924a77f08a5d0a3d0d470ff17b05b76e21","excerpt_chars":1200,"truncated":false,"excerpt":"--- base_model: arcee-ai/Virtuoso-Medium-v2 library_name: transformers tags: - mergekit - merge - mlx license: apache-2.0 --- mlx-community/Virtuoso-Medium-v2-bf16 The Model [mlx-community/Virtuoso-Medium-v2-bf16](https://huggingface.co/mlx-community/Virtuoso-Medium-v2-bf16) was converted to MLX format from [arcee-ai/Virtuoso-Medium-v2](https://huggingface.co/arcee-ai/Virtuoso-Medium-v2) using mlx-lm version **0.21.1**. Use with mlx ```bash pip install mlx-lm ``` ```python from mlx_lm import load, generate model, tokenizer = load(\"mlx-community/Virtuoso-Medium-v2-bf16\") prompt = \"hello\" if tokenizer.chat_template is not None: messages = [{\"role\": \"user\", \"content\": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) response = generate(model, tokenizer, prompt=prompt, verbose=True) ```"}],"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"}]}