{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/avml v0.15.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b5a4e648-cf30-451a-89ab-dd30179249ab","json_url":"https://onlylabs.fyi/signals/b5a4e648-cf30-451a-89ab-dd30179249ab/signal.json","generated_at":"2026-06-27T00:32:27.628Z","evidence_latest_fetched_at":"2026-06-19T07:02:49.378185+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/b5a4e648-cf30-451a-89ab-dd30179249ab","signal_json":"https://onlylabs.fyi/signals/b5a4e648-cf30-451a-89ab-dd30179249ab/signal.json","source":"https://github.com/microsoft/avml/releases/tag/v0.15.0","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 v0.15.0 (microsoft/avml). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version update for a memory acquisition tool. · v0.15.0 Repository: microsoft/avml Tag: v0.15.0 Published: 2025-03-26T17:33:10Z Prerelease: no Release notes: - Bump libc from 0.2.153 to 0.2.154 (#500) - Bump.... 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/v0.15.0","source_host":"github.com","occurred_at":"2025-03-26T17:33:10+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":"v0.15.0","source":"source"},{"label":"Notability","value":"Routine version update for a memory acquisition tool.","source":"signal"}],"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/avml/releases/tag/v0.15.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-19T07:02:49.378185+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b5a4e648-cf30-451a-89ab-dd30179249ab/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/b5a4e648-cf30-451a-89ab-dd30179249ab/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/avml/releases/tag/v0.15.0","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 v0.15.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/avml v0.15.0","text":"Microsoft released microsoft/avml v0.15.0."},{"subject":"microsoft/avml v0.15.0","predicate":"is classified as","object":"release signal","text":"microsoft/avml v0.15.0 is classified as release signal."},{"subject":"microsoft/avml v0.15.0","predicate":"belongs to","object":"releases desk","text":"microsoft/avml v0.15.0 belongs to releases desk."},{"subject":"microsoft/avml v0.15.0","predicate":"has context","object":"microsoft/avml","text":"microsoft/avml v0.15.0 has context microsoft/avml."},{"subject":"microsoft/avml v0.15.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml v0.15.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/avml v0.15.0","predicate":"has captured page count","object":"1","text":"microsoft/avml v0.15.0 has captured page count 1."},{"subject":"microsoft/avml v0.15.0","predicate":"has readable page count","object":"1","text":"microsoft/avml v0.15.0 has readable page count 1."},{"subject":"microsoft/avml v0.15.0","predicate":"has related signal count","object":"6","text":"microsoft/avml v0.15.0 has related signal count 6."},{"subject":"microsoft/avml v0.15.0","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 v0.15.0 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 v0.15.0","predicate":"has source host","object":"github.com","text":"microsoft/avml v0.15.0 has source host github.com."},{"subject":"microsoft/avml v0.15.0","predicate":"has lab","object":"Microsoft","text":"microsoft/avml v0.15.0 has lab Microsoft."},{"subject":"microsoft/avml v0.15.0","predicate":"has signal desk","object":"releases","text":"microsoft/avml v0.15.0 has signal desk releases."},{"subject":"microsoft/avml v0.15.0","predicate":"has source host","object":"github.com","text":"microsoft/avml v0.15.0 has source host github.com."},{"subject":"microsoft/avml v0.15.0","predicate":"has repository","object":"microsoft/avml","text":"microsoft/avml v0.15.0 has repository microsoft/avml."},{"subject":"microsoft/avml v0.15.0","predicate":"has release","object":"v0.15.0","text":"microsoft/avml v0.15.0 has release v0.15.0."},{"subject":"microsoft/avml v0.15.0","predicate":"has notability","object":"Routine version update for a memory acquisition tool.","text":"microsoft/avml v0.15.0 has notability Routine version update for a memory acquisition tool.."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/avml v0.15.0 (microsoft/avml). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version update for a memory acquisition tool. · v0.15.0 Repository: microsoft/avml Tag: v0.15.0 Published: 2025-03-26T17:33:10Z Prerelease: no Release notes: - Bump libc from 0.2.153 to 0.2.154 (#500) - Bump.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/avml v0.15.0","text":"Microsoft released microsoft/avml v0.15.0."},{"subject":"microsoft/avml v0.15.0","predicate":"is classified as","object":"release signal","text":"microsoft/avml v0.15.0 is classified as release signal."},{"subject":"microsoft/avml v0.15.0","predicate":"belongs to","object":"releases desk","text":"microsoft/avml v0.15.0 belongs to releases desk."},{"subject":"microsoft/avml v0.15.0","predicate":"has context","object":"microsoft/avml","text":"microsoft/avml v0.15.0 has context microsoft/avml."},{"subject":"microsoft/avml v0.15.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml v0.15.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b5a4e648-cf30-451a-89ab-dd30179249ab","url":"https://onlylabs.fyi/signals/b5a4e648-cf30-451a-89ab-dd30179249ab","json_url":"https://onlylabs.fyi/signals/b5a4e648-cf30-451a-89ab-dd30179249ab/signal.json","source_url":"https://github.com/microsoft/avml/releases/tag/v0.15.0","title":"microsoft/avml v0.15.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/avml","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-03-26T17:33:10+00:00","first_seen_at":"2026-06-19T07:01:21.071798+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/avml/releases/tag/v0.15.0"]},"facets":{"repo":"microsoft/avml"},"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/avml/releases/tag/v0.15.0","final_url":"https://github.com/microsoft/avml/releases/tag/v0.15.0","title":"microsoft/avml v0.15.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-19T07:02:49.378185+00:00","bytes":7406,"raw_path":"3d07f79c0fa3ad6b4eab62a325f0797221114cf56b5f7cf0b13c323d8d4edeb3.json","content_hash":"e0ac5acb63224cdf4abb7e32ade0913334482f2161a2fba88fff7ef7dab86d5d","excerpt_chars":1200,"truncated":true,"excerpt":"v0.15.0 Repository: microsoft/avml Tag: v0.15.0 Published: 2025-03-26T17:33:10Z Prerelease: no Release notes: - Bump libc from 0.2.153 to 0.2.154 (#500) - Bump tokio-util from 0.7.10 to 0.7.11 (#501) - Bump thiserror from 1.0.59 to 1.0.60 (#503) - Bump insta from 1.38.0 to 1.39.0 (#505) - Bump libc from 0.2.154 to 0.2.155 (#509) - Bump async-channel from 2.2.1 to 2.3.1 (#507) - Bump thiserror from 1.0.60 to 1.0.61 (#508) - Bump tokio from 1.37.0 to 1.38.0 (#511) - Bump native-tls from 0.2.11 to 0.2.12 (#510) - Bump actions/checkout from 4.1.4 to 4.1.6 (#506) - Bump url from 2.5.0 to 2.5.1 (#514) - Bump clap from 4.5.4 to 4.5.7 (#513) - Bump actions/checkout from 4.1.6 to 4.1.7 (#515) - Bump url from 2.5.1 to 2.5.2 (#517) - Bump reqwest from 0.12.4 to 0.12.5 (#516) - Bump clap from 4.5.7 to 4.5.8 (#518) - Bump thiserror from 1.0.61 to 1.0.62 (#521) - Bump clap from 4.5.8 to 4.5.9 (#520) - Bump bytes from 1.6.0 to 1.6.1 (#522) - Bump actions/upload-artifact from 4.3.3 to 4.3.4 (#519) - Bump thiserror from 1.0.62 to 1.0.63 (#524) - fix doc lint (#538) - Bump openssl from 0.10.64 to 0.10.66 (#525) - Bump clap from 4.5.9 to 4.5.16 (#537) - Bump tokio from 1.38.0 to 1.39.2 (#529) - Bump..."},"evidence_pages":[],"related_signals":[{"id":"7edfdc1b-a871-4f13-bf42-757866d037e7","url":"https://onlylabs.fyi/signals/7edfdc1b-a871-4f13-bf42-757866d037e7","source_url":"https://github.com/microsoft/azure-linux-image-tools/releases/tag/v1.5.0","title":"microsoft/azure-linux-image-tools v1.5.0","context":"microsoft/azure-linux-image-tools","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:29:28+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"fa8f6ee5-0f3e-49dd-83b0-0217648c771e","url":"https://onlylabs.fyi/signals/fa8f6ee5-0f3e-49dd-83b0-0217648c771e","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/v0.5.0","title":"microsoft/agent-host-protocol v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:23:49+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"9cdbc2e5-de33-4579-ba60-21735ca54836","url":"https://onlylabs.fyi/signals/9cdbc2e5-de33-4579-ba60-21735ca54836","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/clients/go/v0.5.0","title":"microsoft/agent-host-protocol clients/go/v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:23:24+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"7e86312d-15ee-4778-8358-6e39e38e3a14","url":"https://onlylabs.fyi/signals/7e86312d-15ee-4778-8358-6e39e38e3a14","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/spec/v0.5.0","title":"microsoft/agent-host-protocol spec/v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:22:30+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"c211d32e-594f-4498-aa88-35f06c397f59","url":"https://onlylabs.fyi/signals/c211d32e-594f-4498-aa88-35f06c397f59","source_url":"https://github.com/microsoft/project-osmos/releases/tag/v0.4.4","title":"microsoft/project-osmos v0.4.4","context":"microsoft/project-osmos","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T22:48:30+00:00","first_seen_at":"2026-06-26T23:50:36.665541+00:00","date_source":"source"},{"id":"a899db64-6fbb-40d1-b69e-d9ae58843c51","url":"https://onlylabs.fyi/signals/a899db64-6fbb-40d1-b69e-d9ae58843c51","source_url":"https://github.com/microsoft/vcpkg/releases/tag/2026.06.24","title":"microsoft/vcpkg 2026.06.24","context":"microsoft/vcpkg","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T22:24:29+00:00","first_seen_at":"2026-06-26T23:50:36.665541+00:00","date_source":"source"}]}