{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/msticpy v2.17.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e96ff356-5d82-4733-a7c6-249dfdc08bc6","json_url":"https://onlylabs.fyi/signals/e96ff356-5d82-4733-a7c6-249dfdc08bc6/signal.json","generated_at":"2026-06-11T03:44:13.5201+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/e96ff356-5d82-4733-a7c6-249dfdc08bc6","signal_json":"https://onlylabs.fyi/signals/e96ff356-5d82-4733-a7c6-249dfdc08bc6/signal.json","source":"https://github.com/microsoft/msticpy/releases/tag/v2.17.0","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/msticpy v2.17.0 (microsoft/msticpy). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine patch release of existing tool · M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud... Repository: microsoft/msticpy Tag: v2.17.0 Published: 2025-09-25T17:43:55Z Prerelease: no Release notes: Summary.... 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/msticpy/releases/tag/v2.17.0","source_host":"github.com","occurred_at":"2025-09-25T17:43:55+00:00","first_seen_at":"2026-06-06T01:49:41.740219+00:00","date_source":"source","context":"microsoft/msticpy"},"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/msticpy","source":"source"},{"label":"Release","value":"M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud...","source":"source"},{"label":"Notability","value":"Routine patch release of existing tool","source":"signal"},{"label":"Watch 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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/e96ff356-5d82-4733-a7c6-249dfdc08bc6/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/msticpy/releases/tag/v2.17.0","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/msticpy v2.17.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/msticpy v2.17.0","text":"Microsoft released microsoft/msticpy v2.17.0."},{"subject":"microsoft/msticpy v2.17.0","predicate":"is classified as","object":"release signal","text":"microsoft/msticpy v2.17.0 is classified as release signal."},{"subject":"microsoft/msticpy v2.17.0","predicate":"belongs to","object":"releases desk","text":"microsoft/msticpy v2.17.0 belongs to releases desk."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has context","object":"microsoft/msticpy","text":"microsoft/msticpy v2.17.0 has context microsoft/msticpy."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/msticpy v2.17.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has captured page count","object":"1","text":"microsoft/msticpy v2.17.0 has captured page count 1."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has readable page count","object":"1","text":"microsoft/msticpy v2.17.0 has readable page count 1."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has related signal count","object":"6","text":"microsoft/msticpy v2.17.0 has related signal count 6."},{"subject":"microsoft/msticpy v2.17.0","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/msticpy v2.17.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has source host","object":"github.com","text":"microsoft/msticpy v2.17.0 has source host github.com."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has lab","object":"Microsoft","text":"microsoft/msticpy v2.17.0 has lab Microsoft."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has signal desk","object":"releases","text":"microsoft/msticpy v2.17.0 has signal desk releases."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has source host","object":"github.com","text":"microsoft/msticpy v2.17.0 has source host github.com."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has repository","object":"microsoft/msticpy","text":"microsoft/msticpy v2.17.0 has repository microsoft/msticpy."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has release","object":"M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud...","text":"microsoft/msticpy v2.17.0 has release M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud...."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has notability","object":"Routine patch release of existing tool","text":"microsoft/msticpy v2.17.0 has notability Routine patch release of existing tool."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has watch term","object":"Infrastructure","text":"microsoft/msticpy v2.17.0 has watch term Infrastructure."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/msticpy v2.17.0 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/msticpy v2.17.0 (microsoft/msticpy). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine patch release of existing tool · M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud... Repository: microsoft/msticpy Tag: v2.17.0 Published: 2025-09-25T17:43:55Z Prerelease: no Release notes: Summary.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/msticpy v2.17.0","text":"Microsoft released microsoft/msticpy v2.17.0."},{"subject":"microsoft/msticpy v2.17.0","predicate":"is classified as","object":"release signal","text":"microsoft/msticpy v2.17.0 is classified as release signal."},{"subject":"microsoft/msticpy v2.17.0","predicate":"belongs to","object":"releases desk","text":"microsoft/msticpy v2.17.0 belongs to releases desk."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has context","object":"microsoft/msticpy","text":"microsoft/msticpy v2.17.0 has context microsoft/msticpy."},{"subject":"microsoft/msticpy v2.17.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/msticpy v2.17.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e96ff356-5d82-4733-a7c6-249dfdc08bc6","url":"https://onlylabs.fyi/signals/e96ff356-5d82-4733-a7c6-249dfdc08bc6","json_url":"https://onlylabs.fyi/signals/e96ff356-5d82-4733-a7c6-249dfdc08bc6/signal.json","source_url":"https://github.com/microsoft/msticpy/releases/tag/v2.17.0","title":"microsoft/msticpy v2.17.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/msticpy","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-09-25T17:43:55+00:00","first_seen_at":"2026-06-06T01:49:41.740219+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/msticpy/releases/tag/v2.17.0"]},"facets":{"repo":"microsoft/msticpy"},"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/msticpy/releases/tag/v2.17.0","final_url":"https://github.com/microsoft/msticpy/releases/tag/v2.17.0","title":"microsoft/msticpy v2.17.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:44:13.5201+00:00","bytes":7825,"raw_path":"2111dc51a24c0c0454c3a8002cff50835513d59cf37d5e2a5b09b2efc0898f12.json","content_hash":"07cd736a45c9f9e807ac3b8a191b4667acbf0afc0c053f42c097aca169734ea5","excerpt_chars":1200,"truncated":true,"excerpt":"M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud... Repository: microsoft/msticpy Tag: v2.17.0 Published: 2025-09-25T17:43:55Z Prerelease: no Release notes: Summary This release delivers new analytics capability (RRCF outlier detection), expanded cloud detection coverage (Prisma Cloud AWS), and a modernization of authentication by moving Defender data providers to OAuth2 with corrected scopes. It also fixes several reliability issues (MSI auth logic, KQL timezone handling, query value escaping), updates visualization and widget code for Bokeh 3.7 and Python 3.12, tightens typing (mypy/key vault), and refreshes CI/publish infrastructure and supported Python versions. Users of Defender integrations should review and update scopes/config before upgrading. 🚀 New Features - RRCF Outlier Detection (random cut forest) adds a new anomaly detection method for telemetry analysis. (PR [#846](https://github.com/microsoft/msticpy/pull/846)) - Prisma Cloud AWS detection enhancement broadens cloud security coverage. (PR [#847](https://github.com/microsoft/msticpy/pull/847)) 🔐 Authentication & Authorization Changes (Action Recommended) - Defender APIs migrated to OAuth2 with..."},"evidence_pages":[{"url":"https://github.com/microsoft/msticpy/releases/tag/v2.17.0","final_url":"https://github.com/microsoft/msticpy/releases/tag/v2.17.0","title":"microsoft/msticpy v2.17.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:44:13.5201+00:00","bytes":7825,"raw_path":"2111dc51a24c0c0454c3a8002cff50835513d59cf37d5e2a5b09b2efc0898f12.json","content_hash":"07cd736a45c9f9e807ac3b8a191b4667acbf0afc0c053f42c097aca169734ea5","excerpt_chars":1200,"truncated":true,"excerpt":"M365 authn, Bokeh fixes, RRCF Outliers, Prisma Cloud... Repository: microsoft/msticpy Tag: v2.17.0 Published: 2025-09-25T17:43:55Z Prerelease: no Release notes: Summary This release delivers new analytics capability (RRCF outlier detection), expanded cloud detection coverage (Prisma Cloud AWS), and a modernization of authentication by moving Defender data providers to OAuth2 with corrected scopes. It also fixes several reliability issues (MSI auth logic, KQL timezone handling, query value escaping), updates visualization and widget code for Bokeh 3.7 and Python 3.12, tightens typing (mypy/key vault), and refreshes CI/publish infrastructure and supported Python versions. Users of Defender integrations should review and update scopes/config before upgrading. 🚀 New Features - RRCF Outlier Detection (random cut forest) adds a new anomaly detection method for telemetry analysis. (PR [#846](https://github.com/microsoft/msticpy/pull/846)) - Prisma Cloud AWS detection enhancement broadens cloud security coverage. (PR [#847](https://github.com/microsoft/msticpy/pull/847)) 🔐 Authentication & Authorization Changes (Action Recommended) - Defender APIs migrated to OAuth2 with..."}],"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"}]}