{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/foundry-toolkit pre-installer-0.0.1","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9e6d2cac-a58b-43e8-9d2b-28ea908d0159","json_url":"https://onlylabs.fyi/signals/9e6d2cac-a58b-43e8-9d2b-28ea908d0159/signal.json","generated_at":"2026-06-27T00:29:46.603Z","evidence_latest_fetched_at":"2026-06-16T07:02:21.402353+00:00","signal_first_seen_at":"2026-06-16T07:00:32.03441+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/9e6d2cac-a58b-43e8-9d2b-28ea908d0159","signal_json":"https://onlylabs.fyi/signals/9e6d2cac-a58b-43e8-9d2b-28ea908d0159/signal.json","source":"https://github.com/microsoft/foundry-toolkit/releases/tag/pre-installer-0.0.1","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/foundry-toolkit pre-installer-0.0.1 (microsoft/foundry-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Pre-installer for Microsoft's Foundry AI development toolkit. · [Preview] Foundry DevPack Installer 0.0.1 Repository: microsoft/foundry-toolkit Tag: pre-installer-0.0.1 Published: 2026-06-16T04:37:42Z Prerelease: yes 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/foundry-toolkit/releases/tag/pre-installer-0.0.1","source_host":"github.com","occurred_at":"2026-06-16T04:37:42+00:00","first_seen_at":"2026-06-16T07:00:32.03441+00:00","date_source":"source","context":"microsoft/foundry-toolkit"},"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/foundry-toolkit","source":"source"},{"label":"Release","value":"[Preview] Foundry DevPack Installer 0.0.1","source":"source"},{"label":"Context","value":"Pre-installer for Microsoft's Foundry AI development toolkit.","source":"signal"},{"label":"Notability","value":"Early toolkit pre-installer, minor release.","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/foundry-toolkit/releases/tag/pre-installer-0.0.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-16T07:02:21.402353+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9e6d2cac-a58b-43e8-9d2b-28ea908d0159/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/9e6d2cac-a58b-43e8-9d2b-28ea908d0159/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/foundry-toolkit/releases/tag/pre-installer-0.0.1","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/foundry-toolkit pre-installer-0.0.1\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/foundry-toolkit pre-installer-0.0.1","text":"Microsoft released microsoft/foundry-toolkit pre-installer-0.0.1."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"is classified as","object":"release signal","text":"microsoft/foundry-toolkit pre-installer-0.0.1 is classified as release signal."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"belongs to","object":"releases desk","text":"microsoft/foundry-toolkit pre-installer-0.0.1 belongs to releases desk."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has context","object":"microsoft/foundry-toolkit","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has context microsoft/foundry-toolkit."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has captured page count","object":"1","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has captured page count 1."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has readable page count","object":"1","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has readable page count 1."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has related signal count","object":"6","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has related signal count 6."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","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/foundry-toolkit pre-installer-0.0.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has source host","object":"github.com","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has source host github.com."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has lab","object":"Microsoft","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has lab Microsoft."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has signal desk","object":"releases","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has signal desk releases."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has source host","object":"github.com","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has source host github.com."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has repository","object":"microsoft/foundry-toolkit","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has repository microsoft/foundry-toolkit."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has release","object":"[Preview] Foundry DevPack Installer 0.0.1","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has release [Preview] Foundry DevPack Installer 0.0.1."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has context","object":"Pre-installer for Microsoft's Foundry AI development toolkit.","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has context Pre-installer for Microsoft's Foundry AI development toolkit.."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has notability","object":"Early toolkit pre-installer, minor release.","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has notability Early toolkit pre-installer, minor release.."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/foundry-toolkit pre-installer-0.0.1 (microsoft/foundry-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Pre-installer for Microsoft's Foundry AI development toolkit. · [Preview] Foundry DevPack Installer 0.0.1 Repository: microsoft/foundry-toolkit Tag: pre-installer-0.0.1 Published: 2026-06-16T04:37:42Z Prerelease: yes Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/foundry-toolkit pre-installer-0.0.1","text":"Microsoft released microsoft/foundry-toolkit pre-installer-0.0.1."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"is classified as","object":"release signal","text":"microsoft/foundry-toolkit pre-installer-0.0.1 is classified as release signal."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"belongs to","object":"releases desk","text":"microsoft/foundry-toolkit pre-installer-0.0.1 belongs to releases desk."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has context","object":"microsoft/foundry-toolkit","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has context microsoft/foundry-toolkit."},{"subject":"microsoft/foundry-toolkit pre-installer-0.0.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/foundry-toolkit pre-installer-0.0.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9e6d2cac-a58b-43e8-9d2b-28ea908d0159","url":"https://onlylabs.fyi/signals/9e6d2cac-a58b-43e8-9d2b-28ea908d0159","json_url":"https://onlylabs.fyi/signals/9e6d2cac-a58b-43e8-9d2b-28ea908d0159/signal.json","source_url":"https://github.com/microsoft/foundry-toolkit/releases/tag/pre-installer-0.0.1","title":"microsoft/foundry-toolkit pre-installer-0.0.1","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/foundry-toolkit","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-16T04:37:42+00:00","first_seen_at":"2026-06-16T07:00:32.03441+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/foundry-toolkit/releases/tag/pre-installer-0.0.1"]},"facets":{"repo":"microsoft/foundry-toolkit"},"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/foundry-toolkit/releases/tag/pre-installer-0.0.1","final_url":"https://github.com/microsoft/foundry-toolkit/releases/tag/pre-installer-0.0.1","title":"microsoft/foundry-toolkit pre-installer-0.0.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-16T07:02:21.402353+00:00","bytes":6107,"raw_path":"382ef5d3344d76c5cff88c0dba57ac010b54622614ffa6bb15e367f76df2ba8a.json","content_hash":"d246b77406da5ac2d4ecb6568846b51ded270f7b754ef62e285481fb9f0aafa5","excerpt_chars":1200,"truncated":false,"excerpt":"[Preview] Foundry DevPack Installer 0.0.1 Repository: microsoft/foundry-toolkit Tag: pre-installer-0.0.1 Published: 2026-06-16T04:37:42Z Prerelease: yes Release notes: none published."},"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"}]}