{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/avml v0.18.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/482bfb3f-d2c7-4f83-876d-3088ce455e72","json_url":"https://onlylabs.fyi/signals/482bfb3f-d2c7-4f83-876d-3088ce455e72/signal.json","generated_at":"2026-06-27T01:42:33.814Z","evidence_latest_fetched_at":"2026-06-19T07:02:47.053306+00:00","signal_first_seen_at":"2026-06-19T07:01:21.071798+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/482bfb3f-d2c7-4f83-876d-3088ce455e72","signal_json":"https://onlylabs.fyi/signals/482bfb3f-d2c7-4f83-876d-3088ce455e72/signal.json","source":"https://github.com/microsoft/avml/releases/tag/v0.18.0","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/avml v0.18.0 (microsoft/avml). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Lightweight memory acquisition tool for Linux forensics from Microsoft. · v0.18.0 Repository: microsoft/avml Tag: v0.18.0 Published: 2026-05-20T21:26:21Z Prerelease: no Release notes: What's Changed * Bump libc from 0.2.182 to 0.2.183 by.... 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/avml/releases/tag/v0.18.0","source_host":"github.com","occurred_at":"2026-05-20T21:26:21+00:00","first_seen_at":"2026-06-19T07:01:21.071798+00:00","date_source":"source","context":"microsoft/avml"},"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/avml","source":"source"},{"label":"Release","value":"v0.18.0","source":"source"},{"label":"Context","value":"Lightweight memory 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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/482bfb3f-d2c7-4f83-876d-3088ce455e72/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/avml/releases/tag/v0.18.0","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/avml v0.18.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/avml v0.18.0","text":"Microsoft released microsoft/avml v0.18.0."},{"subject":"microsoft/avml v0.18.0","predicate":"is classified as","object":"release signal","text":"microsoft/avml v0.18.0 is classified as release signal."},{"subject":"microsoft/avml v0.18.0","predicate":"belongs to","object":"releases desk","text":"microsoft/avml v0.18.0 belongs to releases desk."},{"subject":"microsoft/avml v0.18.0","predicate":"has context","object":"microsoft/avml","text":"microsoft/avml v0.18.0 has context microsoft/avml."},{"subject":"microsoft/avml v0.18.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml v0.18.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/avml v0.18.0","predicate":"has captured page count","object":"1","text":"microsoft/avml v0.18.0 has captured page count 1."},{"subject":"microsoft/avml v0.18.0","predicate":"has readable page count","object":"1","text":"microsoft/avml v0.18.0 has readable page count 1."},{"subject":"microsoft/avml v0.18.0","predicate":"has related signal count","object":"6","text":"microsoft/avml v0.18.0 has related signal count 6."},{"subject":"microsoft/avml v0.18.0","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/avml v0.18.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/avml v0.18.0","predicate":"has source host","object":"github.com","text":"microsoft/avml v0.18.0 has source host github.com."},{"subject":"microsoft/avml v0.18.0","predicate":"has lab","object":"Microsoft","text":"microsoft/avml v0.18.0 has lab Microsoft."},{"subject":"microsoft/avml v0.18.0","predicate":"has signal desk","object":"releases","text":"microsoft/avml v0.18.0 has signal desk releases."},{"subject":"microsoft/avml v0.18.0","predicate":"has source host","object":"github.com","text":"microsoft/avml v0.18.0 has source host github.com."},{"subject":"microsoft/avml v0.18.0","predicate":"has repository","object":"microsoft/avml","text":"microsoft/avml v0.18.0 has repository microsoft/avml."},{"subject":"microsoft/avml v0.18.0","predicate":"has release","object":"v0.18.0","text":"microsoft/avml v0.18.0 has release v0.18.0."},{"subject":"microsoft/avml v0.18.0","predicate":"has context","object":"Lightweight memory acquisition tool for Linux forensics from Microsoft.","text":"microsoft/avml v0.18.0 has context Lightweight memory acquisition tool for Linux forensics from Microsoft.."},{"subject":"microsoft/avml v0.18.0","predicate":"has 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This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Lightweight memory acquisition tool for Linux forensics from Microsoft. · v0.18.0 Repository: microsoft/avml Tag: v0.18.0 Published: 2026-05-20T21:26:21Z Prerelease: no Release notes: What's Changed * Bump libc from 0.2.182 to 0.2.183 by.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/avml v0.18.0","text":"Microsoft released microsoft/avml v0.18.0."},{"subject":"microsoft/avml v0.18.0","predicate":"is classified as","object":"release signal","text":"microsoft/avml v0.18.0 is classified as release signal."},{"subject":"microsoft/avml v0.18.0","predicate":"belongs to","object":"releases desk","text":"microsoft/avml v0.18.0 belongs to releases desk."},{"subject":"microsoft/avml v0.18.0","predicate":"has context","object":"microsoft/avml","text":"microsoft/avml v0.18.0 has context microsoft/avml."},{"subject":"microsoft/avml v0.18.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml v0.18.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"482bfb3f-d2c7-4f83-876d-3088ce455e72","url":"https://onlylabs.fyi/signals/482bfb3f-d2c7-4f83-876d-3088ce455e72","json_url":"https://onlylabs.fyi/signals/482bfb3f-d2c7-4f83-876d-3088ce455e72/signal.json","source_url":"https://github.com/microsoft/avml/releases/tag/v0.18.0","title":"microsoft/avml v0.18.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually 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