{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/finops-toolkit v15","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8a4b56c7-d8e7-4c84-a137-30ba6680bcda","json_url":"https://onlylabs.fyi/signals/8a4b56c7-d8e7-4c84-a137-30ba6680bcda/signal.json","generated_at":"2026-10-29T13:58:56.106Z","evidence_latest_fetched_at":"2026-10-29T07:04:28.297042+00:00","signal_first_seen_at":"2026-10-29T07:00:42.513133+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/8a4b56c7-d8e7-4c84-a137-30ba6680bcda","signal_json":"https://onlylabs.fyi/signals/8a4b56c7-d8e7-4c84-a137-30ba6680bcda/signal.json","source":"https://github.com/microsoft/finops-toolkit/releases/tag/v15","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/finops-toolkit v15 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Oct 2026 (v15) Repository: microsoft/finops-toolkit Tag: v15 Published: 2026-10-28T16:23:29Z Prerelease: no Release notes: 🆕 New in October 2026 - 📗 [Implementing.... 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/finops-toolkit/releases/tag/v15","source_host":"github.com","occurred_at":"2026-10-28T16:23:29+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source","context":"microsoft/finops-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/finops-toolkit","source":"source"},{"label":"Release","value":"Oct 2026 (v15)","source":"source"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch 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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/8a4b56c7-d8e7-4c84-a137-30ba6680bcda/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/finops-toolkit/releases/tag/v15","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/finops-toolkit v15\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v15","text":"Microsoft released microsoft/finops-toolkit v15."},{"subject":"microsoft/finops-toolkit v15","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v15 is classified as release signal."},{"subject":"microsoft/finops-toolkit v15","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v15 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v15","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v15 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v15","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v15 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/finops-toolkit v15","predicate":"has captured page count","object":"1","text":"microsoft/finops-toolkit v15 has captured page count 1."},{"subject":"microsoft/finops-toolkit v15","predicate":"has readable page count","object":"1","text":"microsoft/finops-toolkit v15 has readable page count 1."},{"subject":"microsoft/finops-toolkit v15","predicate":"has related signal count","object":"6","text":"microsoft/finops-toolkit v15 has related signal count 6."},{"subject":"microsoft/finops-toolkit v15","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/finops-toolkit v15 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/finops-toolkit v15","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v15 has source host github.com."},{"subject":"microsoft/finops-toolkit v15","predicate":"has lab","object":"Microsoft","text":"microsoft/finops-toolkit v15 has lab Microsoft."},{"subject":"microsoft/finops-toolkit v15","predicate":"has signal desk","object":"releases","text":"microsoft/finops-toolkit v15 has signal desk releases."},{"subject":"microsoft/finops-toolkit v15","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v15 has source host github.com."},{"subject":"microsoft/finops-toolkit v15","predicate":"has repository","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v15 has repository microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v15","predicate":"has release","object":"Oct 2026 (v15)","text":"microsoft/finops-toolkit v15 has release Oct 2026 (v15)."},{"subject":"microsoft/finops-toolkit v15","predicate":"has watch term","object":"Data pipeline","text":"microsoft/finops-toolkit v15 has watch term Data pipeline."},{"subject":"microsoft/finops-toolkit v15","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/finops-toolkit v15 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/finops-toolkit v15 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Oct 2026 (v15) Repository: microsoft/finops-toolkit Tag: v15 Published: 2026-10-28T16:23:29Z Prerelease: no Release notes: 🆕 New in October 2026 - 📗 [Implementing.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v15","text":"Microsoft released microsoft/finops-toolkit v15."},{"subject":"microsoft/finops-toolkit v15","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v15 is classified as release signal."},{"subject":"microsoft/finops-toolkit v15","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v15 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v15","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v15 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v15","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v15 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8a4b56c7-d8e7-4c84-a137-30ba6680bcda","url":"https://onlylabs.fyi/signals/8a4b56c7-d8e7-4c84-a137-30ba6680bcda","json_url":"https://onlylabs.fyi/signals/8a4b56c7-d8e7-4c84-a137-30ba6680bcda/signal.json","source_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v15","title":"microsoft/finops-toolkit v15","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/finops-toolkit","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-28T16:23:29+00:00","first_seen_at":"2026-10-29T07:00:42.513133+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/finops-toolkit/releases/tag/v15"]},"facets":{"repo":"microsoft/finops-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/finops-toolkit/releases/tag/v15","final_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v15","title":"microsoft/finops-toolkit v15","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-29T07:04:28.297042+00:00","bytes":56621,"raw_path":"04621c70246cba5179c9de62804d1b1ce005bb6ad8873d986f1cf07490442e85.json","content_hash":"9f52ee2ed0f1aba30b95b8b8492d745c09b43f27e7273b34c5005ba1fb776805","excerpt_chars":1200,"truncated":true,"excerpt":"Oct 2026 (v15) Repository: microsoft/finops-toolkit Tag: v15 Published: 2026-10-28T16:23:29Z Prerelease: no Release notes: 🆕 New in October 2026 - 📗 [Implementing FinOps guide](https://aka.ms/ftk/guide) added an ecosystem page listing independent tools and organizations that build on the FinOps toolkit. - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) added a guide to run in a local container, and VNet and private network modes with opt-in NAT Gateway support. - 🤖 [FinOps toolkit agent plugins](https://microsoft.github.io/finops-toolkit/agent-plugin) added a plugin for Claude Code and GitHub Copilot CLI with 5 agents, 4 commands, a FinOps hubs KQL skill, and a scoped, read-only Azure MCP server. - 🔍 [Azure Optimization Engine](https://microsoft.github.io/finops-toolkit/optimization-engine) added a reference for runbooks, schedules, variables, and tables. - 🌐 [Open data](https://aka.ms/ftk/opendata) added an [instance size flexibility](https://microsoft.github.io/finops-toolkit/open-data#instance-size-flexibility) dataset that replaces the retired external ISF files. - 🖥️ [FinOps toolkit PowerShell commands](https://aka.ms/ftk/ps) added `Initialize-FinOpsHubLocal` to set up a..."},"evidence_pages":[],"related_signals":[{"id":"3c9c6cae-06d6-40d5-b034-c71e45c9bb79","url":"https://onlylabs.fyi/signals/3c9c6cae-06d6-40d5-b034-c71e45c9bb79","source_url":"https://github.com/microsoft/nvx/releases/tag/v0.1.0-dev.2489955f1d12","title":"microsoft/nvx v0.1.0-dev.2489955f1d12","context":"microsoft/nvx","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-29T06:40:25+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"},{"id":"c95dcbfd-ff18-49db-b5d9-f6a0b04cf0ce","url":"https://onlylabs.fyi/signals/c95dcbfd-ff18-49db-b5d9-f6a0b04cf0ce","source_url":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.34.6","title":"microsoft/amplifier-unified v0.34.6","context":"microsoft/amplifier-unified","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-29T06:38:08+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"},{"id":"0fe69495-7940-4d5a-a9f4-22e69788fc4c","url":"https://onlylabs.fyi/signals/0fe69495-7940-4d5a-a9f4-22e69788fc4c","source_url":"https://github.com/microsoft/nvx/releases/tag/v0.1.0-dev.365416629bfa","title":"microsoft/nvx v0.1.0-dev.365416629bfa","context":"microsoft/nvx","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-29T06:19:42+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"},{"id":"74281687-5019-4edc-ac16-35ef422a9940","url":"https://onlylabs.fyi/signals/74281687-5019-4edc-ac16-35ef422a9940","source_url":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.34.5","title":"microsoft/amplifier-unified v0.34.5","context":"microsoft/amplifier-unified","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-29T06:03:58+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"},{"id":"521491e1-c8ec-4adf-a440-3d17ae65a8cf","url":"https://onlylabs.fyi/signals/521491e1-c8ec-4adf-a440-3d17ae65a8cf","source_url":"https://github.com/microsoft/nvx/releases/tag/v0.1.0-dev.b322a33b6331","title":"microsoft/nvx v0.1.0-dev.b322a33b6331","context":"microsoft/nvx","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-29T05:53:02+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"},{"id":"48c18542-4fa8-419b-961f-3bc8819a0e0f","url":"https://onlylabs.fyi/signals/48c18542-4fa8-419b-961f-3bc8819a0e0f","source_url":"https://github.com/microsoft/nvx/releases/tag/v0.1.0-dev.667c28a21a98","title":"microsoft/nvx v0.1.0-dev.667c28a21a98","context":"microsoft/nvx","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-29T05:20:07+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"}]}