{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/avml v0.17.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e873b770-b18b-4862-9dc9-22ee3d8f5c7e","json_url":"https://onlylabs.fyi/signals/e873b770-b18b-4862-9dc9-22ee3d8f5c7e/signal.json","generated_at":"2026-06-26T23:21:36.281Z","evidence_latest_fetched_at":"2026-06-19T07:02:47.663031+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/e873b770-b18b-4862-9dc9-22ee3d8f5c7e","signal_json":"https://onlylabs.fyi/signals/e873b770-b18b-4862-9dc9-22ee3d8f5c7e/signal.json","source":"https://github.com/microsoft/avml/releases/tag/v0.17.0","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 v0.17.0 (microsoft/avml). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Linux memory acquisition tool for forensic capture. · v0.17.0 Repository: microsoft/avml Tag: v0.17.0 Published: 2026-03-06T18:20:32Z Prerelease: no Release notes: What's Changed * Bump clap from 4.5.32 to 4.5.33 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/v0.17.0","source_host":"github.com","occurred_at":"2026-03-06T18:20:32+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":"v0.17.0","source":"source"},{"label":"Context","value":"Linux memory acquisition tool for forensic capture.","source":"signal"},{"label":"Notability","value":"Minor version release of existing tool, no evidence of significant 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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/e873b770-b18b-4862-9dc9-22ee3d8f5c7e/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/avml/releases/tag/v0.17.0","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 v0.17.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/avml v0.17.0","text":"Microsoft released microsoft/avml v0.17.0."},{"subject":"microsoft/avml v0.17.0","predicate":"is classified as","object":"release signal","text":"microsoft/avml v0.17.0 is classified as release signal."},{"subject":"microsoft/avml v0.17.0","predicate":"belongs to","object":"releases desk","text":"microsoft/avml v0.17.0 belongs to releases desk."},{"subject":"microsoft/avml v0.17.0","predicate":"has context","object":"microsoft/avml","text":"microsoft/avml v0.17.0 has context microsoft/avml."},{"subject":"microsoft/avml v0.17.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml v0.17.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/avml v0.17.0","predicate":"has captured page count","object":"1","text":"microsoft/avml v0.17.0 has captured page count 1."},{"subject":"microsoft/avml v0.17.0","predicate":"has readable page count","object":"1","text":"microsoft/avml v0.17.0 has readable page count 1."},{"subject":"microsoft/avml v0.17.0","predicate":"has related signal count","object":"6","text":"microsoft/avml v0.17.0 has related signal count 6."},{"subject":"microsoft/avml v0.17.0","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 v0.17.0 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 v0.17.0","predicate":"has source host","object":"github.com","text":"microsoft/avml v0.17.0 has source host github.com."},{"subject":"microsoft/avml v0.17.0","predicate":"has lab","object":"Microsoft","text":"microsoft/avml v0.17.0 has lab Microsoft."},{"subject":"microsoft/avml v0.17.0","predicate":"has signal desk","object":"releases","text":"microsoft/avml v0.17.0 has signal desk releases."},{"subject":"microsoft/avml v0.17.0","predicate":"has source host","object":"github.com","text":"microsoft/avml v0.17.0 has source host github.com."},{"subject":"microsoft/avml v0.17.0","predicate":"has repository","object":"microsoft/avml","text":"microsoft/avml v0.17.0 has repository microsoft/avml."},{"subject":"microsoft/avml v0.17.0","predicate":"has release","object":"v0.17.0","text":"microsoft/avml v0.17.0 has release v0.17.0."},{"subject":"microsoft/avml v0.17.0","predicate":"has context","object":"Linux memory acquisition tool for forensic capture.","text":"microsoft/avml v0.17.0 has context Linux memory acquisition tool for forensic capture.."},{"subject":"microsoft/avml v0.17.0","predicate":"has notability","object":"Minor version release of existing tool, no evidence of significant impact.","text":"microsoft/avml v0.17.0 has notability Minor version release of existing tool, no evidence of significant impact.."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/avml v0.17.0 (microsoft/avml). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Linux memory acquisition tool for forensic capture. · v0.17.0 Repository: microsoft/avml Tag: v0.17.0 Published: 2026-03-06T18:20:32Z Prerelease: no Release notes: What's Changed * Bump clap from 4.5.32 to 4.5.33 by.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/avml v0.17.0","text":"Microsoft released microsoft/avml v0.17.0."},{"subject":"microsoft/avml v0.17.0","predicate":"is classified as","object":"release signal","text":"microsoft/avml v0.17.0 is classified as release signal."},{"subject":"microsoft/avml v0.17.0","predicate":"belongs to","object":"releases desk","text":"microsoft/avml v0.17.0 belongs to releases desk."},{"subject":"microsoft/avml v0.17.0","predicate":"has context","object":"microsoft/avml","text":"microsoft/avml v0.17.0 has context microsoft/avml."},{"subject":"microsoft/avml v0.17.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml v0.17.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e873b770-b18b-4862-9dc9-22ee3d8f5c7e","url":"https://onlylabs.fyi/signals/e873b770-b18b-4862-9dc9-22ee3d8f5c7e","json_url":"https://onlylabs.fyi/signals/e873b770-b18b-4862-9dc9-22ee3d8f5c7e/signal.json","source_url":"https://github.com/microsoft/avml/releases/tag/v0.17.0","title":"microsoft/avml v0.17.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually 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1.44.1 to 1.44.2 by @dependabot[bot] in https://github.com/microsoft/avml/pull/665 * Bump openssl from 0.10.71 to 0.10.72 by @dependabot[bot] in https://github.com/microsoft/avml/pull/664 * Bump insta from 1.42.2 to 1.43.1 by @dependabot[bot] in https://github.com/microsoft/avml/pull/671 * Bump tokio-util from 0.7.14 to 0.7.15 by @dependabot[bot] in https://github.com/microsoft/avml/pull/669 * Bump clap from 4.5.35 to 4.5.37 by @dependabot[bot] in https://github.com/microsoft/avml/pull/668 * Bump libc from 0.2.171 to 0.2.172 by @dependabot[bot] in..."},"evidence_pages":[],"related_signals":[{"id":"6ec2a927-3845-4050-9237-3a5163e090ea","url":"https://onlylabs.fyi/signals/6ec2a927-3845-4050-9237-3a5163e090ea","source_url":"https://github.com/microsoft/vscode-java-test/releases/tag/0.46.0","title":"microsoft/vscode-java-test 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