{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/finops-toolkit v14","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a444643d-c176-49dc-bcd5-4ffa2e215616","json_url":"https://onlylabs.fyi/signals/a444643d-c176-49dc-bcd5-4ffa2e215616/signal.json","generated_at":"2026-06-27T01:43:59.445Z","evidence_latest_fetched_at":"2026-06-17T07:02:48.587056+00:00","signal_first_seen_at":"2026-06-17T07:01:25.504128+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/a444643d-c176-49dc-bcd5-4ffa2e215616","signal_json":"https://onlylabs.fyi/signals/a444643d-c176-49dc-bcd5-4ffa2e215616/signal.json","source":"https://github.com/microsoft/finops-toolkit/releases/tag/v14","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 v14 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Toolkit for cloud financial operations and cost management. · Apr 2026 (v14) Repository: microsoft/finops-toolkit Tag: v14 Published: 2026-04-29T17:26:09Z Prerelease: no Release notes: 🆕 New in April 2026 - 🏦 [FinOps.... 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/v14","source_host":"github.com","occurred_at":"2026-04-29T17:26:09+00:00","first_seen_at":"2026-06-17T07:01:25.504128+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":"Apr 2026 (v14)","source":"source"},{"label":"Context","value":"Toolkit 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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/a444643d-c176-49dc-bcd5-4ffa2e215616/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/finops-toolkit/releases/tag/v14","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 v14\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v14","text":"Microsoft released microsoft/finops-toolkit v14."},{"subject":"microsoft/finops-toolkit v14","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v14 is classified as release signal."},{"subject":"microsoft/finops-toolkit v14","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v14 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v14","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v14 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v14","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v14 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/finops-toolkit v14","predicate":"has captured page count","object":"1","text":"microsoft/finops-toolkit v14 has captured page count 1."},{"subject":"microsoft/finops-toolkit v14","predicate":"has readable page count","object":"1","text":"microsoft/finops-toolkit v14 has readable page count 1."},{"subject":"microsoft/finops-toolkit v14","predicate":"has related signal count","object":"6","text":"microsoft/finops-toolkit v14 has related signal count 6."},{"subject":"microsoft/finops-toolkit v14","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 v14 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 v14","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v14 has source host github.com."},{"subject":"microsoft/finops-toolkit v14","predicate":"has lab","object":"Microsoft","text":"microsoft/finops-toolkit v14 has lab Microsoft."},{"subject":"microsoft/finops-toolkit v14","predicate":"has signal desk","object":"releases","text":"microsoft/finops-toolkit v14 has signal desk releases."},{"subject":"microsoft/finops-toolkit v14","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v14 has source host github.com."},{"subject":"microsoft/finops-toolkit v14","predicate":"has repository","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v14 has repository microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v14","predicate":"has release","object":"Apr 2026 (v14)","text":"microsoft/finops-toolkit v14 has release Apr 2026 (v14)."},{"subject":"microsoft/finops-toolkit v14","predicate":"has context","object":"Toolkit for cloud financial operations and cost management.","text":"microsoft/finops-toolkit v14 has context Toolkit for cloud financial operations and cost management.."},{"subject":"microsoft/finops-toolkit v14","predicate":"has notability","object":"Routine toolkit version update, not AI model.","text":"microsoft/finops-toolkit v14 has notability Routine toolkit version update, not AI model.."},{"subject":"microsoft/finops-toolkit v14","predicate":"has watch term","object":"Data pipeline","text":"microsoft/finops-toolkit v14 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/finops-toolkit v14 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Toolkit for cloud financial operations and cost management. · Apr 2026 (v14) Repository: microsoft/finops-toolkit Tag: v14 Published: 2026-04-29T17:26:09Z Prerelease: no Release notes: 🆕 New in April 2026 - 🏦 [FinOps.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v14","text":"Microsoft released microsoft/finops-toolkit v14."},{"subject":"microsoft/finops-toolkit v14","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v14 is classified as release signal."},{"subject":"microsoft/finops-toolkit v14","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v14 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v14","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v14 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v14","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v14 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a444643d-c176-49dc-bcd5-4ffa2e215616","url":"https://onlylabs.fyi/signals/a444643d-c176-49dc-bcd5-4ffa2e215616","json_url":"https://onlylabs.fyi/signals/a444643d-c176-49dc-bcd5-4ffa2e215616/signal.json","source_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v14","title":"microsoft/finops-toolkit v14","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":"2026-04-29T17:26:09+00:00","first_seen_at":"2026-06-17T07:01:25.504128+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/v14"]},"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/v14","final_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v14","title":"microsoft/finops-toolkit v14","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-17T07:02:48.587056+00:00","bytes":50559,"raw_path":"431769333dfa9c7dd22d993e59ab9567b5caa339806a4cd5a12da6a7b99d98d2.json","content_hash":"f69bec34323de791b7191828b88897ff9f41a49820d837b4c2d44ba15e7b668d","excerpt_chars":1200,"truncated":true,"excerpt":"Apr 2026 (v14) Repository: microsoft/finops-toolkit Tag: v14 Published: 2026-04-29T17:26:09Z Prerelease: no Release notes: 🆕 New in April 2026 - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) added recommendations ingestion from Azure Advisor and custom Azure Resource Graph queries (stopped VMs, unattached disks, AHB, Spot, and more), and a [Copilot Studio agent template](https://aka.ms/ftk/copilot-studio) for building a FinOps Hub Agent. - 🌐 [Open data](https://aka.ms/ftk/opendata) added a new [commitment discount eligibility](https://microsoft.github.io/finops-toolkit/open-data#commitment-discount-eligibility) dataset with pre-computed reservation and savings plan eligibility per meter. ℹ️ Updated - 📗 [Implementing FinOps guide](https://aka.ms/ftk/guide) added EA enrollment 403 troubleshooting steps, updated the FinOps Foundation overview video, and removed references to the retired FinOps e-book. - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) simplified the deployment UI with a single radio for None / ADX / Fabric / Remote Hub, documented the custom ingestion filename convention to prevent silent data loss, and fixed multi-currency Data Explorer dashboard sums, US Government..."},"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"}]}