{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/Foundry-Local v1.2.1","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/78668250-55c4-4dce-b2ee-57cb8fe99838","json_url":"https://onlylabs.fyi/signals/78668250-55c4-4dce-b2ee-57cb8fe99838/signal.json","generated_at":"2026-06-11T01:47:05.427755+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/78668250-55c4-4dce-b2ee-57cb8fe99838","signal_json":"https://onlylabs.fyi/signals/78668250-55c4-4dce-b2ee-57cb8fe99838/signal.json","source":"https://github.com/microsoft/Foundry-Local/releases/tag/v1.2.1","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-Local v1.2.1 (microsoft/Foundry-Local). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v1.2.1 Foundry Local Repository: microsoft/Foundry-Local Tag: v1.2.1 Published: 2026-06-05T03:12:50Z Prerelease: no Release notes: 🛠️ Foundry Local v1.2.1 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-Local/releases/tag/v1.2.1","source_host":"github.com","occurred_at":"2026-06-05T03:12:50+00:00","first_seen_at":"2026-06-09T07:00:12.66661+00:00","date_source":"source","context":"microsoft/Foundry-Local"},"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-Local","source":"source"},{"label":"Release","value":"v1.2.1 Foundry Local","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/Foundry-Local/releases/tag/v1.2.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:47:05.427755+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/78668250-55c4-4dce-b2ee-57cb8fe99838/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/78668250-55c4-4dce-b2ee-57cb8fe99838/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Foundry-Local/releases/tag/v1.2.1","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-Local v1.2.1\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/Foundry-Local v1.2.1","text":"Microsoft released microsoft/Foundry-Local v1.2.1."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"is classified as","object":"release signal","text":"microsoft/Foundry-Local v1.2.1 is classified as release signal."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"belongs to","object":"releases desk","text":"microsoft/Foundry-Local v1.2.1 belongs to releases desk."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has context","object":"microsoft/Foundry-Local","text":"microsoft/Foundry-Local v1.2.1 has context microsoft/Foundry-Local."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Foundry-Local v1.2.1 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has captured page count","object":"1","text":"microsoft/Foundry-Local v1.2.1 has captured page count 1."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has readable page count","object":"1","text":"microsoft/Foundry-Local v1.2.1 has readable page count 1."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has related signal count","object":"6","text":"microsoft/Foundry-Local v1.2.1 has related signal count 6."},{"subject":"microsoft/Foundry-Local v1.2.1","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-Local v1.2.1 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-Local v1.2.1","predicate":"has source host","object":"github.com","text":"microsoft/Foundry-Local v1.2.1 has source host github.com."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has lab","object":"Microsoft","text":"microsoft/Foundry-Local v1.2.1 has lab Microsoft."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has signal desk","object":"releases","text":"microsoft/Foundry-Local v1.2.1 has signal desk releases."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has source host","object":"github.com","text":"microsoft/Foundry-Local v1.2.1 has source host github.com."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has repository","object":"microsoft/Foundry-Local","text":"microsoft/Foundry-Local v1.2.1 has repository microsoft/Foundry-Local."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has release","object":"v1.2.1 Foundry Local","text":"microsoft/Foundry-Local v1.2.1 has release v1.2.1 Foundry Local."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has watch term","object":"Infrastructure","text":"microsoft/Foundry-Local v1.2.1 has watch term Infrastructure."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/Foundry-Local v1.2.1 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/Foundry-Local v1.2.1 (microsoft/Foundry-Local). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v1.2.1 Foundry Local Repository: microsoft/Foundry-Local Tag: v1.2.1 Published: 2026-06-05T03:12:50Z Prerelease: no Release notes: 🛠️ Foundry Local v1.2.1 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-Local v1.2.1","text":"Microsoft released microsoft/Foundry-Local v1.2.1."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"is classified as","object":"release signal","text":"microsoft/Foundry-Local v1.2.1 is classified as release signal."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"belongs to","object":"releases desk","text":"microsoft/Foundry-Local v1.2.1 belongs to releases desk."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has context","object":"microsoft/Foundry-Local","text":"microsoft/Foundry-Local v1.2.1 has context microsoft/Foundry-Local."},{"subject":"microsoft/Foundry-Local v1.2.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Foundry-Local v1.2.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"78668250-55c4-4dce-b2ee-57cb8fe99838","url":"https://onlylabs.fyi/signals/78668250-55c4-4dce-b2ee-57cb8fe99838","json_url":"https://onlylabs.fyi/signals/78668250-55c4-4dce-b2ee-57cb8fe99838/signal.json","source_url":"https://github.com/microsoft/Foundry-Local/releases/tag/v1.2.1","title":"microsoft/Foundry-Local v1.2.1","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/Foundry-Local","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-05T03:12:50+00:00","first_seen_at":"2026-06-09T07:00:12.66661+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-Local/releases/tag/v1.2.1"]},"facets":{"repo":"microsoft/Foundry-Local"},"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/Foundry-Local/releases/tag/v1.2.1","final_url":"https://github.com/microsoft/Foundry-Local/releases/tag/v1.2.1","title":"microsoft/Foundry-Local v1.2.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:47:05.427755+00:00","bytes":8552,"raw_path":"e4964f9e0fabfe4cd0d64f51628fb64d40549f65ca7a91b8af9ea5342afa4ee9.json","content_hash":"79e2752feed0c4febe864b947c2d576d6bd955b92a6a0f900d9c2d76c70c544b","excerpt_chars":1200,"truncated":true,"excerpt":"v1.2.1 Foundry Local Repository: microsoft/Foundry-Local Tag: v1.2.1 Published: 2026-06-05T03:12:50Z Prerelease: no Release notes: 🛠️ Foundry Local v1.2.1 Release Notes We're excited to announce Foundry Local v1.2.1, a patch on top of v1.2.0 with bring-your-own-model (BYOM) cache discovery while running, more resilient Azure catalog/registry calls, broader multilingual ASR coverage, and a Windows DLL-load fix for non-ANSI paths. --- 🆕 What's New 🔄 BYOM cache discovery — no service restart required You can now drop a model directory into the local cache while Foundry Local is running and have the SDKs surface it without restarting the service or waiting for the 4-hour catalog refresh using getCachedModels / getLoadedModels / getModel(alias) / getModelVariant(id). <details> <summary><b>C#</b></summary> ```csharp using Microsoft.AI.Foundry.Local; using Microsoft.Extensions.Logging.Abstractions; var config = new Configuration { AppName = \"MyApp\" }; await FoundryLocalManager.CreateAsync(config, NullLogger.Instance); var catalog = await FoundryLocalManager.Instance.GetCatalogAsync(); // At any point during the process lifetime, drop a model directory into the ModelCacheDir. // For a..."},"evidence_pages":[{"url":"https://github.com/microsoft/Foundry-Local/releases/tag/v1.2.1","final_url":"https://github.com/microsoft/Foundry-Local/releases/tag/v1.2.1","title":"microsoft/Foundry-Local v1.2.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:47:05.427755+00:00","bytes":8552,"raw_path":"e4964f9e0fabfe4cd0d64f51628fb64d40549f65ca7a91b8af9ea5342afa4ee9.json","content_hash":"79e2752feed0c4febe864b947c2d576d6bd955b92a6a0f900d9c2d76c70c544b","excerpt_chars":1200,"truncated":true,"excerpt":"v1.2.1 Foundry Local Repository: microsoft/Foundry-Local Tag: v1.2.1 Published: 2026-06-05T03:12:50Z Prerelease: no Release notes: 🛠️ Foundry Local v1.2.1 Release Notes We're excited to announce Foundry Local v1.2.1, a patch on top of v1.2.0 with bring-your-own-model (BYOM) cache discovery while running, more resilient Azure catalog/registry calls, broader multilingual ASR coverage, and a Windows DLL-load fix for non-ANSI paths. --- 🆕 What's New 🔄 BYOM cache discovery — no service restart required You can now drop a model directory into the local cache while Foundry Local is running and have the SDKs surface it without restarting the service or waiting for the 4-hour catalog refresh using getCachedModels / getLoadedModels / getModel(alias) / getModelVariant(id). <details> <summary><b>C#</b></summary> ```csharp using Microsoft.AI.Foundry.Local; using Microsoft.Extensions.Logging.Abstractions; var config = new Configuration { AppName = \"MyApp\" }; await FoundryLocalManager.CreateAsync(config, NullLogger.Instance); var catalog = await FoundryLocalManager.Instance.GetCatalogAsync(); // At any point during the process lifetime, drop a model directory into the ModelCacheDir. // For a..."}],"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"}]}