{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/VSSDK-Analyzers v16.6.11","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/94733a81-fbe5-48d6-8220-b7bce4223923","json_url":"https://onlylabs.fyi/signals/94733a81-fbe5-48d6-8220-b7bce4223923/signal.json","generated_at":"2026-06-27T00:56:30.744Z","evidence_latest_fetched_at":"2026-06-20T07:04:49.228074+00:00","signal_first_seen_at":"2026-06-20T07:00:30.944907+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/94733a81-fbe5-48d6-8220-b7bce4223923","signal_json":"https://onlylabs.fyi/signals/94733a81-fbe5-48d6-8220-b7bce4223923/signal.json","source":"https://github.com/microsoft/VSSDK-Analyzers/releases/tag/v16.6.11","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/VSSDK-Analyzers v16.6.11 (microsoft/VSSDK-Analyzers). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine SDK release, not AI-related · v16.6.11 Repository: microsoft/VSSDK-Analyzers Tag: v16.6.11 Published: 2021-04-27T14:06:29Z Prerelease: no Release notes: No significant changes since the prerelease.. 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/VSSDK-Analyzers/releases/tag/v16.6.11","source_host":"github.com","occurred_at":"2021-04-27T14:06:29+00:00","first_seen_at":"2026-06-20T07:00:30.944907+00:00","date_source":"source","context":"microsoft/VSSDK-Analyzers"},"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/VSSDK-Analyzers","source":"source"},{"label":"Release","value":"v16.6.11","source":"source"},{"label":"Notability","value":"Routine SDK release, not AI-related","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/VSSDK-Analyzers/releases/tag/v16.6.11"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-20T07:04:49.228074+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/94733a81-fbe5-48d6-8220-b7bce4223923/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/94733a81-fbe5-48d6-8220-b7bce4223923/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/VSSDK-Analyzers/releases/tag/v16.6.11","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/VSSDK-Analyzers v16.6.11\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/VSSDK-Analyzers v16.6.11","text":"Microsoft released microsoft/VSSDK-Analyzers v16.6.11."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"is classified as","object":"release signal","text":"microsoft/VSSDK-Analyzers v16.6.11 is classified as release signal."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"belongs to","object":"releases desk","text":"microsoft/VSSDK-Analyzers v16.6.11 belongs to releases desk."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has context","object":"microsoft/VSSDK-Analyzers","text":"microsoft/VSSDK-Analyzers v16.6.11 has context microsoft/VSSDK-Analyzers."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/VSSDK-Analyzers v16.6.11 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has captured page count","object":"1","text":"microsoft/VSSDK-Analyzers v16.6.11 has captured page count 1."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has readable page count","object":"1","text":"microsoft/VSSDK-Analyzers v16.6.11 has readable page count 1."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has related signal count","object":"6","text":"microsoft/VSSDK-Analyzers v16.6.11 has related signal count 6."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","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/VSSDK-Analyzers v16.6.11 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has source host","object":"github.com","text":"microsoft/VSSDK-Analyzers v16.6.11 has source host github.com."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has lab","object":"Microsoft","text":"microsoft/VSSDK-Analyzers v16.6.11 has lab Microsoft."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has signal desk","object":"releases","text":"microsoft/VSSDK-Analyzers v16.6.11 has signal desk releases."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has source host","object":"github.com","text":"microsoft/VSSDK-Analyzers v16.6.11 has source host github.com."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has repository","object":"microsoft/VSSDK-Analyzers","text":"microsoft/VSSDK-Analyzers v16.6.11 has repository microsoft/VSSDK-Analyzers."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has release","object":"v16.6.11","text":"microsoft/VSSDK-Analyzers v16.6.11 has release v16.6.11."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has notability","object":"Routine SDK release, not AI-related","text":"microsoft/VSSDK-Analyzers v16.6.11 has notability Routine SDK release, not AI-related."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/VSSDK-Analyzers v16.6.11 (microsoft/VSSDK-Analyzers). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine SDK release, not AI-related · v16.6.11 Repository: microsoft/VSSDK-Analyzers Tag: v16.6.11 Published: 2021-04-27T14:06:29Z Prerelease: no Release notes: No significant changes since the prerelease.. onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/VSSDK-Analyzers v16.6.11","text":"Microsoft released microsoft/VSSDK-Analyzers v16.6.11."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"is classified as","object":"release signal","text":"microsoft/VSSDK-Analyzers v16.6.11 is classified as release signal."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"belongs to","object":"releases desk","text":"microsoft/VSSDK-Analyzers v16.6.11 belongs to releases desk."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has context","object":"microsoft/VSSDK-Analyzers","text":"microsoft/VSSDK-Analyzers v16.6.11 has context microsoft/VSSDK-Analyzers."},{"subject":"microsoft/VSSDK-Analyzers v16.6.11","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/VSSDK-Analyzers v16.6.11 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"94733a81-fbe5-48d6-8220-b7bce4223923","url":"https://onlylabs.fyi/signals/94733a81-fbe5-48d6-8220-b7bce4223923","json_url":"https://onlylabs.fyi/signals/94733a81-fbe5-48d6-8220-b7bce4223923/signal.json","source_url":"https://github.com/microsoft/VSSDK-Analyzers/releases/tag/v16.6.11","title":"microsoft/VSSDK-Analyzers v16.6.11","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/VSSDK-Analyzers","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2021-04-27T14:06:29+00:00","first_seen_at":"2026-06-20T07:00:30.944907+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/VSSDK-Analyzers/releases/tag/v16.6.11"]},"facets":{"repo":"microsoft/VSSDK-Analyzers"},"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/VSSDK-Analyzers/releases/tag/v16.6.11","final_url":"https://github.com/microsoft/VSSDK-Analyzers/releases/tag/v16.6.11","title":"microsoft/VSSDK-Analyzers v16.6.11","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-20T07:04:49.228074+00:00","bytes":2272,"raw_path":"4eca070373bc5c7a22f8f5f0e7f58d7f9666767272df340508302686e916141e.json","content_hash":"b0fe11578f621cfaf6946c7c491846f138d68fee5edf24fc0b3e364933b67573","excerpt_chars":1200,"truncated":false,"excerpt":"v16.6.11 Repository: microsoft/VSSDK-Analyzers Tag: v16.6.11 Published: 2021-04-27T14:06:29Z Prerelease: no Release notes: No significant changes since the prerelease."},"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"}]}