{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/superbenchmark v0.12.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8a74acbd-8779-4dc2-b962-8edda1c3308e","json_url":"https://onlylabs.fyi/signals/8a74acbd-8779-4dc2-b962-8edda1c3308e/signal.json","generated_at":"2026-06-26T23:18:24.119Z","evidence_latest_fetched_at":"2026-06-13T07:01:56.588314+00:00","signal_first_seen_at":"2026-06-13T07:00:27.571701+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/8a74acbd-8779-4dc2-b962-8edda1c3308e","signal_json":"https://onlylabs.fyi/signals/8a74acbd-8779-4dc2-b962-8edda1c3308e/signal.json","source":"https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/superbenchmark v0.12.0 (microsoft/superbenchmark). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine minor version release, no major traction. · Release SuperBench v0.12.0 Repository: microsoft/superbenchmark Tag: v0.12.0 Published: 2025-08-11T21:58:22Z Prerelease: no Release notes: SuperBench 0.12.0 Release.... onlylabs links this event to 1 captured evidence page and 6 related release signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"releases","source_context":{"source_url":"https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0","source_host":"github.com","occurred_at":"2025-08-11T21:58:22+00:00","first_seen_at":"2026-06-13T07:00:27.571701+00:00","date_source":"source","context":"microsoft/superbenchmark"},"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/superbenchmark","source":"source"},{"label":"Release","value":"Release SuperBench v0.12.0","source":"source"},{"label":"Notability","value":"Routine minor version release, no major traction.","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/superbenchmark/releases/tag/v0.12.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-13T07:01:56.588314+00:00"},"data_business":{"matches":true,"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}],"matched_terms":["benchmark"],"score":13,"reason":"Microsoft has a release signal matching evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8a74acbd-8779-4dc2-b962-8edda1c3308e/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Evals and quality?","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/8a74acbd-8779-4dc2-b962-8edda1c3308e/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/superbenchmark v0.12.0\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/superbenchmark v0.12.0","text":"Microsoft released microsoft/superbenchmark v0.12.0."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"is classified as","object":"release signal","text":"microsoft/superbenchmark v0.12.0 is classified as release signal."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"belongs to","object":"releases desk","text":"microsoft/superbenchmark v0.12.0 belongs to releases desk."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has context","object":"microsoft/superbenchmark","text":"microsoft/superbenchmark v0.12.0 has context microsoft/superbenchmark."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/superbenchmark v0.12.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"matches data-business lanes","object":"Evals and quality","text":"microsoft/superbenchmark v0.12.0 matches data-business lanes Evals and quality."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has captured page count","object":"1","text":"microsoft/superbenchmark v0.12.0 has captured page count 1."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has readable page count","object":"1","text":"microsoft/superbenchmark v0.12.0 has readable page count 1."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has related signal count","object":"6","text":"microsoft/superbenchmark v0.12.0 has related signal count 6."},{"subject":"microsoft/superbenchmark v0.12.0","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/superbenchmark v0.12.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has source host","object":"github.com","text":"microsoft/superbenchmark v0.12.0 has source host github.com."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has lab","object":"Microsoft","text":"microsoft/superbenchmark v0.12.0 has lab Microsoft."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has signal desk","object":"releases","text":"microsoft/superbenchmark v0.12.0 has signal desk releases."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has source host","object":"github.com","text":"microsoft/superbenchmark v0.12.0 has source host github.com."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has repository","object":"microsoft/superbenchmark","text":"microsoft/superbenchmark v0.12.0 has repository microsoft/superbenchmark."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has release","object":"Release SuperBench v0.12.0","text":"microsoft/superbenchmark v0.12.0 has release Release SuperBench v0.12.0."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has notability","object":"Routine minor version release, no major traction.","text":"microsoft/superbenchmark v0.12.0 has notability Routine minor version release, no major traction.."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has radar lane","object":"Evals and quality","text":"microsoft/superbenchmark v0.12.0 has radar lane Evals and quality."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has matched term","object":"benchmark","text":"microsoft/superbenchmark v0.12.0 has matched term benchmark."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/superbenchmark v0.12.0 (microsoft/superbenchmark). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine minor version release, no major traction. · Release SuperBench v0.12.0 Repository: microsoft/superbenchmark Tag: v0.12.0 Published: 2025-08-11T21:58:22Z Prerelease: no Release notes: SuperBench 0.12.0 Release.... onlylabs links this event to 1 captured evidence page and 6 related release signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/superbenchmark v0.12.0","text":"Microsoft released microsoft/superbenchmark v0.12.0."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"is classified as","object":"release signal","text":"microsoft/superbenchmark v0.12.0 is classified as release signal."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"belongs to","object":"releases desk","text":"microsoft/superbenchmark v0.12.0 belongs to releases desk."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has context","object":"microsoft/superbenchmark","text":"microsoft/superbenchmark v0.12.0 has context microsoft/superbenchmark."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/superbenchmark v0.12.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/superbenchmark v0.12.0","predicate":"matches data-business lanes","object":"Evals and quality","text":"microsoft/superbenchmark v0.12.0 matches data-business lanes Evals and quality."}]},"signal":{"id":"8a74acbd-8779-4dc2-b962-8edda1c3308e","url":"https://onlylabs.fyi/signals/8a74acbd-8779-4dc2-b962-8edda1c3308e","json_url":"https://onlylabs.fyi/signals/8a74acbd-8779-4dc2-b962-8edda1c3308e/signal.json","source_url":"https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0","title":"microsoft/superbenchmark v0.12.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/superbenchmark","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-08-11T21:58:22+00:00","first_seen_at":"2026-06-13T07:00:27.571701+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/superbenchmark/releases/tag/v0.12.0"]},"facets":{"repo":"microsoft/superbenchmark"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":13,"matched_terms":["benchmark"],"reason":"Microsoft has a release signal matching evals and quality."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0","final_url":"https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0","title":"microsoft/superbenchmark v0.12.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-13T07:01:56.588314+00:00","bytes":3968,"raw_path":"1bd7d3a19c2dd83e79992862dafe61dab383a6aca1af7c025207adcdb6e62da6.json","content_hash":"cac47dc7c5ec07e57b7b7c1d2031c146f0d627eec37d606e77ce1543c52ea3fc","excerpt_chars":1200,"truncated":true,"excerpt":"Release SuperBench v0.12.0 Repository: microsoft/superbenchmark Tag: v0.12.0 Published: 2025-08-11T21:58:22Z Prerelease: no Release notes: SuperBench 0.12.0 Release Notes SuperBench Improvements - Optimized cutlass build process for faster builds and smaller binaries. - Improve image build pipeline. - Add support for arm64 builds. - Upgrade pipeline dependencies. - Fix SuperBench installation and code lint issues. - Update Flake8 repository. - Add support for the latest Python versions. - Enhance error handling for `pkg_resources` imports. - Update ROCm image build labels. - Add CUDA 12.8 and CUDA 12.9 support. - Consolidate multi-architecture Docker images. - Upgrade runner OS to latest version. - Fix typos in documentation and code. Micro-benchmark Improvements - Add general CPU bandwidth and latency benchmarks. - Add nvbandwidth build process and benchmarks. - Add architecture support for 10.0 in gemm-flops. - Add GPU Stream micro benchmark. - Add FP4 GEMM FLOPS support in `cublaslt_gemm` benchmark. - Add Grace CPU support for CPU Stream benchmark. - Revise CPU Stream benchmark. - Fix NUMA error on Grace CPU in gpu-copy benchmark. - Bump onnxruntime-gpu dependency from 1.10.0..."},"evidence_pages":[],"related_signals":[{"id":"6ec2a927-3845-4050-9237-3a5163e090ea","url":"https://onlylabs.fyi/signals/6ec2a927-3845-4050-9237-3a5163e090ea","source_url":"https://github.com/microsoft/vscode-java-test/releases/tag/0.46.0","title":"microsoft/vscode-java-test 0.46.0","context":"microsoft/vscode-java-test","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T05:45:34+00:00","first_seen_at":"2026-06-26T07:00:34.382543+00:00","date_source":"source"},{"id":"4d12bc3c-ce5e-4930-a775-fba5de2844e4","url":"https://onlylabs.fyi/signals/4d12bc3c-ce5e-4930-a775-fba5de2844e4","source_url":"https://github.com/microsoft/vscode-maven/releases/tag/v0.45.3","title":"microsoft/vscode-maven v0.45.3","context":"microsoft/vscode-maven","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T02:49:42+00:00","first_seen_at":"2026-06-26T07:00:34.382543+00:00","date_source":"source"},{"id":"0e909e5d-fe1c-4256-83b4-ae992eb4ad4b","url":"https://onlylabs.fyi/signals/0e909e5d-fe1c-4256-83b4-ae992eb4ad4b","source_url":"https://github.com/microsoft/java-debug/releases/tag/0.53.2","title":"microsoft/java-debug 0.53.2","context":"microsoft/java-debug","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T02:49:41+00:00","first_seen_at":"2026-06-26T07:00:34.382543+00:00","date_source":"source"},{"id":"83fceda9-676d-4948-85f3-e9b17c7bc866","url":"https://onlylabs.fyi/signals/83fceda9-676d-4948-85f3-e9b17c7bc866","source_url":"https://github.com/microsoft/build-server-for-gradle/releases/tag/0.4.0","title":"microsoft/build-server-for-gradle 0.4.0","context":"microsoft/build-server-for-gradle","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T02:49:39+00:00","first_seen_at":"2026-06-26T07:00:34.382543+00:00","date_source":"source"},{"id":"879e2030-2dad-405d-91ca-abb1ded41f21","url":"https://onlylabs.fyi/signals/879e2030-2dad-405d-91ca-abb1ded41f21","source_url":"https://github.com/microsoft/fast/releases/tag/%40microsoft/fast-test-harness_v0.4.0","title":"microsoft/fast @microsoft/fast-test-harness_v0.4.0","context":"microsoft/fast","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T17:26:47+00:00","first_seen_at":"2026-06-26T07:00:34.382543+00:00","date_source":"source"},{"id":"37c6780f-e533-4cdb-a19b-298f0724db22","url":"https://onlylabs.fyi/signals/37c6780f-e533-4cdb-a19b-298f0724db22","source_url":"https://github.com/microsoft/fast/releases/tag/%40microsoft/fast-router_v1.0.0-alpha.31","title":"microsoft/fast @microsoft/fast-router_v1.0.0-alpha.31","context":"microsoft/fast","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T17:26:44+00:00","first_seen_at":"2026-06-26T07:00:34.382543+00:00","date_source":"source"}]}