{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Model: microsoft/MuseVLA","description":"Microsoft model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b","json_url":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b/signal.json","generated_at":"2026-09-13T01:24:35.096Z","evidence_latest_fetched_at":"2026-08-10T07:20:32.589+00:00","signal_first_seen_at":"2026-08-10T07:20:08.429237+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b","signal_json":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b/signal.json","source":"https://huggingface.co/microsoft/MuseVLA","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/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":"Microsoft published microsoft/MuseVLA. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 0 HF downloads · Microsoft's vision-language-action model for robotic control.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/microsoft/MuseVLA","source_host":"huggingface.co","occurred_at":"2026-06-01T01:15:48+00:00","first_seen_at":"2026-08-10T07:20:08.429237+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"robotics","source":"model"},{"label":"License","value":"mit","source":"model"},{"label":"Library","value":"pytorch","source":"model"},{"label":"Downloads","value":"0","source":"traction"},{"label":"Likes","value":"3","source":"traction"},{"label":"Context","value":"Microsoft's vision-language-action model for robotic control.","source":"signal"},{"label":"Notability","value":"Microsoft's notable multimodal model for robotics and action","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":0,"capture_methods":["failed"],"missing_page_urls":["https://huggingface.co/microsoft/MuseVLA/raw/main/README.md"],"failed_page_urls":["https://huggingface.co/microsoft/MuseVLA/raw/main/README.md"],"blocked_page_urls":[],"page_urls":["https://huggingface.co/microsoft/MuseVLA/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-10T07:20:32.589+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b/signal.json","required":true},{"label":"source","url":"https://huggingface.co/microsoft/MuseVLA","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/evidence.json","required":false},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 Microsoft's model signal \"microsoft/MuseVLA\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published model","object":"microsoft/MuseVLA","text":"Microsoft published model microsoft/MuseVLA."},{"subject":"microsoft/MuseVLA","predicate":"is classified as","object":"model signal","text":"microsoft/MuseVLA is classified as model signal."},{"subject":"microsoft/MuseVLA","predicate":"belongs to","object":"releases desk","text":"microsoft/MuseVLA belongs to releases desk."},{"subject":"microsoft/MuseVLA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/MuseVLA has evidence coverage 1 captured evidence page."},{"subject":"microsoft/MuseVLA","predicate":"has captured page count","object":"1","text":"microsoft/MuseVLA has captured page count 1."},{"subject":"microsoft/MuseVLA","predicate":"has readable page count","object":"0","text":"microsoft/MuseVLA has readable page count 0."},{"subject":"microsoft/MuseVLA","predicate":"has related signal count","object":"6","text":"microsoft/MuseVLA has related signal count 6."},{"subject":"microsoft/MuseVLA","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":"microsoft/MuseVLA has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/MuseVLA","predicate":"has source host","object":"huggingface.co","text":"microsoft/MuseVLA has source host huggingface.co."},{"subject":"microsoft/MuseVLA","predicate":"has lab","object":"Microsoft","text":"microsoft/MuseVLA has lab Microsoft."},{"subject":"microsoft/MuseVLA","predicate":"has signal desk","object":"releases","text":"microsoft/MuseVLA has signal desk releases."},{"subject":"microsoft/MuseVLA","predicate":"has source host","object":"huggingface.co","text":"microsoft/MuseVLA has source host huggingface.co."},{"subject":"microsoft/MuseVLA","predicate":"has task","object":"robotics","text":"microsoft/MuseVLA has task robotics."},{"subject":"microsoft/MuseVLA","predicate":"has license","object":"mit","text":"microsoft/MuseVLA has license mit."},{"subject":"microsoft/MuseVLA","predicate":"has library","object":"pytorch","text":"microsoft/MuseVLA has library pytorch."},{"subject":"microsoft/MuseVLA","predicate":"has downloads","object":"0","text":"microsoft/MuseVLA has downloads 0."},{"subject":"microsoft/MuseVLA","predicate":"has likes","object":"3","text":"microsoft/MuseVLA has likes 3."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/MuseVLA. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 0 HF downloads · Microsoft's vision-language-action model for robotic control.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published model","object":"microsoft/MuseVLA","text":"Microsoft published model microsoft/MuseVLA."},{"subject":"microsoft/MuseVLA","predicate":"is classified as","object":"model signal","text":"microsoft/MuseVLA is classified as model signal."},{"subject":"microsoft/MuseVLA","predicate":"belongs to","object":"releases desk","text":"microsoft/MuseVLA belongs to releases desk."},{"subject":"microsoft/MuseVLA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/MuseVLA has evidence coverage 1 captured evidence page."}]},"signal":{"id":"18b83326-1a95-44f2-bb5c-84404bc8bd9b","url":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b","json_url":"https://onlylabs.fyi/signals/18b83326-1a95-44f2-bb5c-84404bc8bd9b/signal.json","source_url":"https://huggingface.co/microsoft/MuseVLA","title":"microsoft/MuseVLA","summary":"Microsoft published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-01T01:15:48+00:00","first_seen_at":"2026-08-10T07:20:08.429237+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":0,"capture_methods":["failed"],"missing_page_urls":["https://huggingface.co/microsoft/MuseVLA/raw/main/README.md"],"failed_page_urls":["https://huggingface.co/microsoft/MuseVLA/raw/main/README.md"],"blocked_page_urls":[],"page_urls":["https://huggingface.co/microsoft/MuseVLA/raw/main/README.md"]},"facets":{"pipeline_tag":"robotics","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":0,"hf_likes":3},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://huggingface.co/microsoft/MuseVLA/raw/main/README.md","final_url":"https://huggingface.co/microsoft/MuseVLA/raw/main/README.md","title":"microsoft/MuseVLA model card","http_status":404,"content_type":null,"capture_method":"failed","fetched_at":"2026-08-10T07:20:32.589+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":false,"excerpt":null},"evidence_pages":[],"related_signals":[{"id":"722339a2-9907-40b0-af1d-aa4dd13570cd","url":"https://onlylabs.fyi/signals/722339a2-9907-40b0-af1d-aa4dd13570cd","source_url":"https://huggingface.co/microsoft/VibeVoice-ASR-Streaming-1.5B","title":"microsoft/VibeVoice-ASR-Streaming-1.5B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-02T15:51:38+00:00","first_seen_at":"2026-09-03T07:20:08.322273+00:00","date_source":"source"},{"id":"c364affa-2e88-41d6-8ef4-6b137b435cc6","url":"https://onlylabs.fyi/signals/c364affa-2e88-41d6-8ef4-6b137b435cc6","source_url":"https://huggingface.co/microsoft/VibeVoice-ASR-Streaming-7B","title":"microsoft/VibeVoice-ASR-Streaming-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-02T15:46:22+00:00","first_seen_at":"2026-09-03T07:20:08.322273+00:00","date_source":"source"},{"id":"82126c77-ba30-4baf-915c-622de3c8bdd1","url":"https://onlylabs.fyi/signals/82126c77-ba30-4baf-915c-622de3c8bdd1","source_url":"https://huggingface.co/microsoft/SQuadGen","title":"microsoft/SQuadGen","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-27T04:53:22+00:00","first_seen_at":"2026-08-27T07:20:08.568153+00:00","date_source":"source"},{"id":"14ffa5d7-5617-402e-96d6-3fef45b77edc","url":"https://onlylabs.fyi/signals/14ffa5d7-5617-402e-96d6-3fef45b77edc","source_url":"https://huggingface.co/microsoft/Mage-ViT","title":"microsoft/Mage-ViT","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-26T04:22:45+00:00","first_seen_at":"2026-07-27T07:20:08.551688+00:00","date_source":"source"},{"id":"b099bf15-29be-4885-b05c-2539f3378b96","url":"https://onlylabs.fyi/signals/b099bf15-29be-4885-b05c-2539f3378b96","source_url":"https://huggingface.co/microsoft/Mage-VL","title":"microsoft/Mage-VL","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-25T08:29:09+00:00","first_seen_at":"2026-07-27T07:20:08.551688+00:00","date_source":"source"},{"id":"d7f32671-78fa-4027-993c-bdc81ced9072","url":"https://onlylabs.fyi/signals/d7f32671-78fa-4027-993c-bdc81ced9072","source_url":"https://huggingface.co/microsoft/Mage-Flow-Edit-Base","title":"microsoft/Mage-Flow-Edit-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-21T11:04:19+00:00","first_seen_at":"2026-07-22T07:20:08.299565+00:00","date_source":"source"}]}