{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/physical-ai-toolchain v0.7.4","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/ac2fbd00-0a6e-4575-8178-0899ff058a97","json_url":"https://onlylabs.fyi/signals/ac2fbd00-0a6e-4575-8178-0899ff058a97/signal.json","generated_at":"2026-06-11T03:35:41.308774+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/ac2fbd00-0a6e-4575-8178-0899ff058a97","signal_json":"https://onlylabs.fyi/signals/ac2fbd00-0a6e-4575-8178-0899ff058a97/signal.json","source":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","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/physical-ai-toolchain v0.7.4 (microsoft/physical-ai-toolchain). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine incremental release, not notable · v0.7.4 Repository: microsoft/physical-ai-toolchain Tag: v0.7.4 Published: 2026-04-10T16:02:47Z Prerelease: no Release notes:.... 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/physical-ai-toolchain/releases/tag/v0.7.4","source_host":"github.com","occurred_at":"2026-04-10T16:02:47+00:00","first_seen_at":"2026-06-08T07:01:04.198092+00:00","date_source":"source","context":"microsoft/physical-ai-toolchain"},"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/physical-ai-toolchain","source":"source"},{"label":"Release","value":"v0.7.4","source":"source"},{"label":"Notability","value":"Routine incremental release, not notable","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/physical-ai-toolchain/releases/tag/v0.7.4"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:35:41.308774+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ac2fbd00-0a6e-4575-8178-0899ff058a97/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/ac2fbd00-0a6e-4575-8178-0899ff058a97/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","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/physical-ai-toolchain v0.7.4\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/physical-ai-toolchain v0.7.4","text":"Microsoft released microsoft/physical-ai-toolchain v0.7.4."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"is classified as","object":"release signal","text":"microsoft/physical-ai-toolchain v0.7.4 is classified as release signal."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"belongs to","object":"releases desk","text":"microsoft/physical-ai-toolchain v0.7.4 belongs to releases desk."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has context","object":"microsoft/physical-ai-toolchain","text":"microsoft/physical-ai-toolchain v0.7.4 has context microsoft/physical-ai-toolchain."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/physical-ai-toolchain v0.7.4 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has captured page count","object":"1","text":"microsoft/physical-ai-toolchain v0.7.4 has captured page count 1."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has readable page count","object":"1","text":"microsoft/physical-ai-toolchain v0.7.4 has readable page count 1."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has related signal count","object":"6","text":"microsoft/physical-ai-toolchain v0.7.4 has related signal count 6."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","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/physical-ai-toolchain v0.7.4 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has source host","object":"github.com","text":"microsoft/physical-ai-toolchain v0.7.4 has source host github.com."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has lab","object":"Microsoft","text":"microsoft/physical-ai-toolchain v0.7.4 has lab Microsoft."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has signal desk","object":"releases","text":"microsoft/physical-ai-toolchain v0.7.4 has signal desk releases."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has source host","object":"github.com","text":"microsoft/physical-ai-toolchain v0.7.4 has source host github.com."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has repository","object":"microsoft/physical-ai-toolchain","text":"microsoft/physical-ai-toolchain v0.7.4 has repository microsoft/physical-ai-toolchain."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has release","object":"v0.7.4","text":"microsoft/physical-ai-toolchain v0.7.4 has release v0.7.4."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has notability","object":"Routine incremental release, not notable","text":"microsoft/physical-ai-toolchain v0.7.4 has notability Routine incremental release, not notable."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has watch term","object":"Infrastructure","text":"microsoft/physical-ai-toolchain v0.7.4 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/physical-ai-toolchain v0.7.4 (microsoft/physical-ai-toolchain). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine incremental release, not notable · v0.7.4 Repository: microsoft/physical-ai-toolchain Tag: v0.7.4 Published: 2026-04-10T16:02:47Z Prerelease: no Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/physical-ai-toolchain v0.7.4","text":"Microsoft released microsoft/physical-ai-toolchain v0.7.4."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"is classified as","object":"release signal","text":"microsoft/physical-ai-toolchain v0.7.4 is classified as release signal."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"belongs to","object":"releases desk","text":"microsoft/physical-ai-toolchain v0.7.4 belongs to releases desk."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has context","object":"microsoft/physical-ai-toolchain","text":"microsoft/physical-ai-toolchain v0.7.4 has context microsoft/physical-ai-toolchain."},{"subject":"microsoft/physical-ai-toolchain v0.7.4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/physical-ai-toolchain v0.7.4 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ac2fbd00-0a6e-4575-8178-0899ff058a97","url":"https://onlylabs.fyi/signals/ac2fbd00-0a6e-4575-8178-0899ff058a97","json_url":"https://onlylabs.fyi/signals/ac2fbd00-0a6e-4575-8178-0899ff058a97/signal.json","source_url":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","title":"microsoft/physical-ai-toolchain v0.7.4","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/physical-ai-toolchain","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-04-10T16:02:47+00:00","first_seen_at":"2026-06-08T07:01:04.198092+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/physical-ai-toolchain/releases/tag/v0.7.4"]},"facets":{"repo":"microsoft/physical-ai-toolchain"},"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":{"url":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","final_url":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","title":"microsoft/physical-ai-toolchain v0.7.4","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:35:41.308774+00:00","bytes":13914,"raw_path":"ebb33fc8c3697c2d7d9e5a8bf5f63dbe89d3d9f3a04dc5511959fcabb8699948.json","content_hash":"8bf7819c15184b80ecbd1621d6250a2ee8a5a1e467fa9a59462b448b5fd4f33a","excerpt_chars":1200,"truncated":false,"excerpt":"v0.7.4 Repository: microsoft/physical-ai-toolchain Tag: v0.7.4 Published: 2026-04-10T16:02:47Z Prerelease: no Release notes: [0.7.4](https://github.com/microsoft/physical-ai-toolchain/compare/v0.7.3...v0.7.4) (2026-04-10) 🔧 Miscellaneous * **deps:** bump cryptography from 46.0.6 to 46.0.7 in /training/rl ([#422](https://github.com/microsoft/physical-ai-toolchain/issues/422)) ([f220042](https://github.com/microsoft/physical-ai-toolchain/commit/f2200429daaac64fc850a18bf0b62ec09ff4c930)) --- Artifact Verification All release artifacts include [Sigstore](https://www.sigstore.dev/) provenance attestations. Verify with the [GitHub CLI](https://cli.github.com/): ```bash Download the source archive gh release download v0.7.4 --repo microsoft/physical-ai-toolchain --pattern 'source-v0.7.4.tar.gz' Verify build provenance gh attestation verify source-v0.7.4.tar.gz --repo microsoft/physical-ai-toolchain Verify SBOM attestation gh attestation verify source-v0.7.4.tar.gz --repo microsoft/physical-ai-toolchain --predicate-type https://spdx.dev/Document ```"},"evidence_pages":[{"url":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","final_url":"https://github.com/microsoft/physical-ai-toolchain/releases/tag/v0.7.4","title":"microsoft/physical-ai-toolchain v0.7.4","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:35:41.308774+00:00","bytes":13914,"raw_path":"ebb33fc8c3697c2d7d9e5a8bf5f63dbe89d3d9f3a04dc5511959fcabb8699948.json","content_hash":"8bf7819c15184b80ecbd1621d6250a2ee8a5a1e467fa9a59462b448b5fd4f33a","excerpt_chars":1200,"truncated":false,"excerpt":"v0.7.4 Repository: microsoft/physical-ai-toolchain Tag: v0.7.4 Published: 2026-04-10T16:02:47Z Prerelease: no Release notes: [0.7.4](https://github.com/microsoft/physical-ai-toolchain/compare/v0.7.3...v0.7.4) (2026-04-10) 🔧 Miscellaneous * **deps:** bump cryptography from 46.0.6 to 46.0.7 in /training/rl ([#422](https://github.com/microsoft/physical-ai-toolchain/issues/422)) ([f220042](https://github.com/microsoft/physical-ai-toolchain/commit/f2200429daaac64fc850a18bf0b62ec09ff4c930)) --- Artifact Verification All release artifacts include [Sigstore](https://www.sigstore.dev/) provenance attestations. Verify with the [GitHub CLI](https://cli.github.com/): ```bash Download the source archive gh release download v0.7.4 --repo microsoft/physical-ai-toolchain --pattern 'source-v0.7.4.tar.gz' Verify build provenance gh attestation verify source-v0.7.4.tar.gz --repo microsoft/physical-ai-toolchain Verify SBOM attestation gh attestation verify source-v0.7.4.tar.gz --repo microsoft/physical-ai-toolchain --predicate-type https://spdx.dev/Document ```"}],"related_signals":[{"id":"432f6193-5e4c-4f16-bbe0-6a87ef01916f","url":"https://onlylabs.fyi/signals/432f6193-5e4c-4f16-bbe0-6a87ef01916f","source_url":"https://github.com/microsoft/accessibility-insights-web/releases/tag/web%402.47.0","title":"microsoft/accessibility-insights-web web@2.47.0","context":"microsoft/accessibility-insights-web","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:37:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"afc38512-1630-4041-9fb3-39414d8d2b0a","url":"https://onlylabs.fyi/signals/afc38512-1630-4041-9fb3-39414d8d2b0a","source_url":"https://github.com/microsoft/content-processing-solution-accelerator/releases/tag/v2.1.1","title":"microsoft/content-processing-solution-accelerator v2.1.1","context":"microsoft/content-processing-solution-accelerator","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:06:46+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"5271de48-ab99-4310-8d2c-174188866071","url":"https://onlylabs.fyi/signals/5271de48-ab99-4310-8d2c-174188866071","source_url":"https://github.com/microsoft/CsWin32/releases/tag/v0.3.287","title":"microsoft/CsWin32 v0.3.287","context":"microsoft/CsWin32","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T04:22:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"6adcd577-5563-4fd8-85dd-268919492cf0","url":"https://onlylabs.fyi/signals/6adcd577-5563-4fd8-85dd-268919492cf0","source_url":"https://github.com/microsoft/sqltoolsservice/releases/tag/6.0.20260610.1","title":"microsoft/sqltoolsservice 6.0.20260610.1","context":"microsoft/sqltoolsservice","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T23:57:44+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"7557f4d3-5544-422b-b39d-1e668cb0dfa5","url":"https://onlylabs.fyi/signals/7557f4d3-5544-422b-b39d-1e668cb0dfa5","source_url":"https://github.com/microsoft/agent-framework/releases/tag/dotnet-1.10.0","title":"microsoft/agent-framework dotnet-1.10.0","context":"microsoft/agent-framework","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:50:17+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"e18f0e7d-b1df-421e-a845-19cad8151a11","url":"https://onlylabs.fyi/signals/e18f0e7d-b1df-421e-a845-19cad8151a11","source_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.13.1","title":"microsoft/ai4s-jobq v3.13.1","context":"microsoft/ai4s-jobq","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:19:31+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"}]}