{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/SEAL v4.4.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/f8eaaa22-a712-467b-8b84-6b2931311dd3","json_url":"https://onlylabs.fyi/signals/f8eaaa22-a712-467b-8b84-6b2931311dd3/signal.json","generated_at":"2026-07-26T18:47:49.297Z","evidence_latest_fetched_at":"2026-07-25T07:01:46.534068+00:00","signal_first_seen_at":"2026-07-25T07:00:40.420548+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/f8eaaa22-a712-467b-8b84-6b2931311dd3","signal_json":"https://onlylabs.fyi/signals/f8eaaa22-a712-467b-8b84-6b2931311dd3/signal.json","source":"https://github.com/microsoft/SEAL/releases/tag/v4.4.0","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/SEAL v4.4.0 (microsoft/SEAL). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Release 4.4.0 Repository: microsoft/SEAL Tag: v4.4.0 Published: 2026-07-25T02:17:31Z Prerelease: no Release notes: Major security update.. 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/SEAL/releases/tag/v4.4.0","source_host":"github.com","occurred_at":"2026-07-25T02:17:31+00:00","first_seen_at":"2026-07-25T07:00:40.420548+00:00","date_source":"source","context":"microsoft/SEAL"},"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/SEAL","source":"source"},{"label":"Release","value":"Release 4.4.0","source":"source"},{"label":"Watch term","value":"Safety and alignment","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://github.com/microsoft/SEAL/releases/tag/v4.4.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-25T07:01:46.534068+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f8eaaa22-a712-467b-8b84-6b2931311dd3/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/f8eaaa22-a712-467b-8b84-6b2931311dd3/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/SEAL/releases/tag/v4.4.0","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/SEAL v4.4.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/SEAL v4.4.0","text":"Microsoft released microsoft/SEAL v4.4.0."},{"subject":"microsoft/SEAL v4.4.0","predicate":"is classified as","object":"release signal","text":"microsoft/SEAL v4.4.0 is classified as release signal."},{"subject":"microsoft/SEAL v4.4.0","predicate":"belongs to","object":"releases desk","text":"microsoft/SEAL v4.4.0 belongs to releases desk."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has context","object":"microsoft/SEAL","text":"microsoft/SEAL v4.4.0 has context microsoft/SEAL."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SEAL v4.4.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has captured page count","object":"1","text":"microsoft/SEAL v4.4.0 has captured page count 1."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has readable page count","object":"1","text":"microsoft/SEAL v4.4.0 has readable page count 1."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has related signal count","object":"6","text":"microsoft/SEAL v4.4.0 has related signal count 6."},{"subject":"microsoft/SEAL v4.4.0","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/SEAL v4.4.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has source host","object":"github.com","text":"microsoft/SEAL v4.4.0 has source host github.com."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has lab","object":"Microsoft","text":"microsoft/SEAL v4.4.0 has lab Microsoft."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has signal desk","object":"releases","text":"microsoft/SEAL v4.4.0 has signal desk releases."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has source host","object":"github.com","text":"microsoft/SEAL v4.4.0 has source host github.com."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has repository","object":"microsoft/SEAL","text":"microsoft/SEAL v4.4.0 has repository microsoft/SEAL."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has release","object":"Release 4.4.0","text":"microsoft/SEAL v4.4.0 has release Release 4.4.0."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/SEAL v4.4.0 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/SEAL v4.4.0 (microsoft/SEAL). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Release 4.4.0 Repository: microsoft/SEAL Tag: v4.4.0 Published: 2026-07-25T02:17:31Z Prerelease: no Release notes: Major security update.. onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/SEAL v4.4.0","text":"Microsoft released microsoft/SEAL v4.4.0."},{"subject":"microsoft/SEAL v4.4.0","predicate":"is classified as","object":"release signal","text":"microsoft/SEAL v4.4.0 is classified as release signal."},{"subject":"microsoft/SEAL v4.4.0","predicate":"belongs to","object":"releases desk","text":"microsoft/SEAL v4.4.0 belongs to releases desk."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has context","object":"microsoft/SEAL","text":"microsoft/SEAL v4.4.0 has context microsoft/SEAL."},{"subject":"microsoft/SEAL v4.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SEAL v4.4.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f8eaaa22-a712-467b-8b84-6b2931311dd3","url":"https://onlylabs.fyi/signals/f8eaaa22-a712-467b-8b84-6b2931311dd3","json_url":"https://onlylabs.fyi/signals/f8eaaa22-a712-467b-8b84-6b2931311dd3/signal.json","source_url":"https://github.com/microsoft/SEAL/releases/tag/v4.4.0","title":"microsoft/SEAL v4.4.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/SEAL","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-25T02:17:31+00:00","first_seen_at":"2026-07-25T07:00:40.420548+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/SEAL/releases/tag/v4.4.0"]},"facets":{"repo":"microsoft/SEAL"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/SEAL/releases/tag/v4.4.0","final_url":"https://github.com/microsoft/SEAL/releases/tag/v4.4.0","title":"microsoft/SEAL 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v1.28.0","context":"microsoft/onnxruntime","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-25T05:27:07+00:00","first_seen_at":"2026-07-25T07:00:40.420548+00:00","date_source":"source"},{"id":"b8fd4c2f-896d-48fb-8bae-6cef8e94a4b9","url":"https://onlylabs.fyi/signals/b8fd4c2f-896d-48fb-8bae-6cef8e94a4b9","source_url":"https://github.com/microsoft/oxidizer/releases/tag/multitude-v0.7.0","title":"microsoft/oxidizer 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v0.4.11","context":"microsoft/project-osmos","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-25T00:58:23+00:00","first_seen_at":"2026-07-25T07:00:40.420548+00:00","date_source":"source"},{"id":"56ea9392-c788-4516-8e04-cc9f781dbf05","url":"https://onlylabs.fyi/signals/56ea9392-c788-4516-8e04-cc9f781dbf05","source_url":"https://github.com/microsoft/azure-skills/releases/tag/v1.2.5","title":"microsoft/azure-skills v1.2.5","context":"microsoft/azure-skills","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-24T17:04:46+00:00","first_seen_at":"2026-07-26T07:00:40.569939+00:00","date_source":"source"},{"id":"84cdbbdd-08e4-4e74-970e-95969cf3cf0b","url":"https://onlylabs.fyi/signals/84cdbbdd-08e4-4e74-970e-95969cf3cf0b","source_url":"https://github.com/microsoft/WSL/releases/tag/2.7.11","title":"microsoft/WSL 2.7.11","context":"microsoft/WSL","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-24T16:59:19+00:00","first_seen_at":"2026-07-25T07:00:40.420548+00:00","date_source":"source"}]}