{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/MegaDetector megadetector-v6.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/eb890298-f702-4d37-b6b4-46c1bd454647","json_url":"https://onlylabs.fyi/signals/eb890298-f702-4d37-b6b4-46c1bd454647/signal.json","generated_at":"2026-06-11T03:46:05.217082+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/eb890298-f702-4d37-b6b4-46c1bd454647","signal_json":"https://onlylabs.fyi/signals/eb890298-f702-4d37-b6b4-46c1bd454647/signal.json","source":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","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/MegaDetector megadetector-v6.0 (microsoft/MegaDetector). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable version release for wildlife AI. · MegaDetector V6 Repository: microsoft/MegaDetector Tag: megadetector-v6.0 Published: 2026-05-13T18:48:44Z Prerelease: no Release notes: MegaDetector V6 The latest.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","source_host":"github.com","occurred_at":"2026-05-13T18:48:44+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":"microsoft/MegaDetector"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/MegaDetector","source":"source"},{"label":"Release","value":"MegaDetector V6","source":"source"},{"label":"Notability","value":"Notable version release for wildlife AI.","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"}],"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://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:46:05.217082+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/eb890298-f702-4d37-b6b4-46c1bd454647/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 changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release 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/eb890298-f702-4d37-b6b4-46c1bd454647/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","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":true},{"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 release signal \"microsoft/MegaDetector megadetector-v6.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/MegaDetector megadetector-v6.0","text":"Microsoft released microsoft/MegaDetector megadetector-v6.0."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"is classified as","object":"release signal","text":"microsoft/MegaDetector megadetector-v6.0 is classified as release signal."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"belongs to","object":"releases desk","text":"microsoft/MegaDetector megadetector-v6.0 belongs to releases desk."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has context","object":"microsoft/MegaDetector","text":"microsoft/MegaDetector megadetector-v6.0 has context microsoft/MegaDetector."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/MegaDetector megadetector-v6.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has captured page count","object":"1","text":"microsoft/MegaDetector megadetector-v6.0 has captured page count 1."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has readable page count","object":"1","text":"microsoft/MegaDetector megadetector-v6.0 has readable page count 1."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has related signal count","object":"6","text":"microsoft/MegaDetector megadetector-v6.0 has related signal count 6."},{"subject":"microsoft/MegaDetector megadetector-v6.0","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/MegaDetector megadetector-v6.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has source host","object":"github.com","text":"microsoft/MegaDetector megadetector-v6.0 has source host github.com."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has lab","object":"Microsoft","text":"microsoft/MegaDetector megadetector-v6.0 has lab Microsoft."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has signal desk","object":"releases","text":"microsoft/MegaDetector megadetector-v6.0 has signal desk releases."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has source host","object":"github.com","text":"microsoft/MegaDetector megadetector-v6.0 has source host github.com."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has repository","object":"microsoft/MegaDetector","text":"microsoft/MegaDetector megadetector-v6.0 has repository microsoft/MegaDetector."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has release","object":"MegaDetector V6","text":"microsoft/MegaDetector megadetector-v6.0 has release MegaDetector V6."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has notability","object":"Notable version release for wildlife AI.","text":"microsoft/MegaDetector megadetector-v6.0 has notability Notable version release for wildlife AI.."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has watch term","object":"Model card","text":"microsoft/MegaDetector megadetector-v6.0 has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/MegaDetector megadetector-v6.0 (microsoft/MegaDetector). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable version release for wildlife AI. · MegaDetector V6 Repository: microsoft/MegaDetector Tag: megadetector-v6.0 Published: 2026-05-13T18:48:44Z Prerelease: no Release notes: MegaDetector V6 The latest.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/MegaDetector megadetector-v6.0","text":"Microsoft released microsoft/MegaDetector megadetector-v6.0."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"is classified as","object":"release signal","text":"microsoft/MegaDetector megadetector-v6.0 is classified as release signal."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"belongs to","object":"releases desk","text":"microsoft/MegaDetector megadetector-v6.0 belongs to releases desk."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has context","object":"microsoft/MegaDetector","text":"microsoft/MegaDetector megadetector-v6.0 has context microsoft/MegaDetector."},{"subject":"microsoft/MegaDetector megadetector-v6.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/MegaDetector megadetector-v6.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"eb890298-f702-4d37-b6b4-46c1bd454647","url":"https://onlylabs.fyi/signals/eb890298-f702-4d37-b6b4-46c1bd454647","json_url":"https://onlylabs.fyi/signals/eb890298-f702-4d37-b6b4-46c1bd454647/signal.json","source_url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","title":"microsoft/MegaDetector megadetector-v6.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/MegaDetector","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-13T18:48:44+00:00","first_seen_at":"2026-06-05T20:58:41.438741+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://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0"]},"facets":{"repo":"microsoft/MegaDetector"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","final_url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","title":"microsoft/MegaDetector megadetector-v6.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:05.217082+00:00","bytes":3677,"raw_path":"ba65cbbacf53d9c32fb0ed3d029bbd4280ee793f55846023467cd6311e1f9576.json","content_hash":"3d1a16fdc77e83aa4925856a2763201af1290440761eb3dfd665123c2c2a27c9","excerpt_chars":1200,"truncated":true,"excerpt":"MegaDetector V6 Repository: microsoft/MegaDetector Tag: megadetector-v6.0 Published: 2026-05-13T18:48:44Z Prerelease: no Release notes: MegaDetector V6 The latest release focuses on **efficiency**, **modern architectures**, and **licensing flexibility** — smaller, faster, better. Highlights - **50x smaller** — the compact YOLOv10 variant has 2.3M parameters (2% of V5's 139.9M) with comparable accuracy - **Multiple architectures** — YOLOv9, YOLOv10, and RT-DETR variants; pick the one that fits your hardware - **Permissive licenses** — MIT and Apache-2.0 options alongside AGPL-3.0 - **Ongoing fine-tuning** — V6 models are continuously fine-tuned on newly collected public and private data Quick Start ```bash pip install PytorchWildlife ``` ```python from PytorchWildlife.models import detection as pw_detection model = pw_detection.MegaDetectorV6() results = model.single_image_detection(\"path/to/image.jpg\") ``` Resources - [Full documentation](https://microsoft.github.io/Biodiversity/megadetector/) - [Model Zoo](https://microsoft.github.io/Biodiversity/model_zoo/megadetector/) - [Try it on Hugging Face](https://huggingface.co/spaces/ai-for-good-lab/pytorch-wildlife) - [Google Colab..."},"evidence_pages":[{"url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","final_url":"https://github.com/microsoft/MegaDetector/releases/tag/megadetector-v6.0","title":"microsoft/MegaDetector megadetector-v6.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:05.217082+00:00","bytes":3677,"raw_path":"ba65cbbacf53d9c32fb0ed3d029bbd4280ee793f55846023467cd6311e1f9576.json","content_hash":"3d1a16fdc77e83aa4925856a2763201af1290440761eb3dfd665123c2c2a27c9","excerpt_chars":1200,"truncated":true,"excerpt":"MegaDetector V6 Repository: microsoft/MegaDetector Tag: megadetector-v6.0 Published: 2026-05-13T18:48:44Z Prerelease: no Release notes: MegaDetector V6 The latest release focuses on **efficiency**, **modern architectures**, and **licensing flexibility** — smaller, faster, better. Highlights - **50x smaller** — the compact YOLOv10 variant has 2.3M parameters (2% of V5's 139.9M) with comparable accuracy - **Multiple architectures** — YOLOv9, YOLOv10, and RT-DETR variants; pick the one that fits your hardware - **Permissive licenses** — MIT and Apache-2.0 options alongside AGPL-3.0 - **Ongoing fine-tuning** — V6 models are continuously fine-tuned on newly collected public and private data Quick Start ```bash pip install PytorchWildlife ``` ```python from PytorchWildlife.models import detection as pw_detection model = pw_detection.MegaDetectorV6() results = model.single_image_detection(\"path/to/image.jpg\") ``` Resources - [Full documentation](https://microsoft.github.io/Biodiversity/megadetector/) - [Model Zoo](https://microsoft.github.io/Biodiversity/model_zoo/megadetector/) - [Try it on Hugging Face](https://huggingface.co/spaces/ai-for-good-lab/pytorch-wildlife) - [Google Colab..."}],"related_signals":[{"id":"432f6193-5e4c-4f16-bbe0-6a87ef01916f","url":"https://onlylabs.fyi/signals/432f6193-5e4c-4f16-bbe0-6a87ef01916f","source_url":"https://github.com/microsoft/accessibility-insights-web/releases/tag/web%402.47.0","title":"microsoft/accessibility-insights-web web@2.47.0","context":"microsoft/accessibility-insights-web","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:37:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"afc38512-1630-4041-9fb3-39414d8d2b0a","url":"https://onlylabs.fyi/signals/afc38512-1630-4041-9fb3-39414d8d2b0a","source_url":"https://github.com/microsoft/content-processing-solution-accelerator/releases/tag/v2.1.1","title":"microsoft/content-processing-solution-accelerator v2.1.1","context":"microsoft/content-processing-solution-accelerator","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:06:46+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"5271de48-ab99-4310-8d2c-174188866071","url":"https://onlylabs.fyi/signals/5271de48-ab99-4310-8d2c-174188866071","source_url":"https://github.com/microsoft/CsWin32/releases/tag/v0.3.287","title":"microsoft/CsWin32 v0.3.287","context":"microsoft/CsWin32","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T04:22:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"6adcd577-5563-4fd8-85dd-268919492cf0","url":"https://onlylabs.fyi/signals/6adcd577-5563-4fd8-85dd-268919492cf0","source_url":"https://github.com/microsoft/sqltoolsservice/releases/tag/6.0.20260610.1","title":"microsoft/sqltoolsservice 6.0.20260610.1","context":"microsoft/sqltoolsservice","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T23:57:44+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"7557f4d3-5544-422b-b39d-1e668cb0dfa5","url":"https://onlylabs.fyi/signals/7557f4d3-5544-422b-b39d-1e668cb0dfa5","source_url":"https://github.com/microsoft/agent-framework/releases/tag/dotnet-1.10.0","title":"microsoft/agent-framework dotnet-1.10.0","context":"microsoft/agent-framework","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:50:17+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"e18f0e7d-b1df-421e-a845-19cad8151a11","url":"https://onlylabs.fyi/signals/e18f0e7d-b1df-421e-a845-19cad8151a11","source_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.13.1","title":"microsoft/ai4s-jobq v3.13.1","context":"microsoft/ai4s-jobq","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:19:31+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"}]}