{"schema_version":"onlylabs.public_signal.v1","title":"Nebius Release: nebius/ml-containers mlc_3.12","description":"Nebius release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e","json_url":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e/signal.json","generated_at":"2026-06-11T01:47:03.582475+00:00","org":{"slug":"nebius","name":"Nebius","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/nebius","dossier_json_url":"https://onlylabs.fyi/labs/nebius/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e","signal_json":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e/signal.json","source":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","lab_dossier":"https://onlylabs.fyi/labs/nebius","lab_dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis":"https://onlylabs.fyi/analysis/nebius","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Nebius published nebius/ml-containers mlc_3.12 (nebius/ml-containers). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine container release, not notable. · mlc v3.12 Repository: nebius/ml-containers Tag: mlc_3.12 Published: 2026-06-05T08:21:09Z Prerelease: no Release notes: This is a just a mirror of.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","source_host":"github.com","occurred_at":"2026-06-05T08:21:09+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source","context":"nebius/ml-containers"},"context_markers":[{"label":"Lab","value":"Nebius","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"nebius/ml-containers","source":"source"},{"label":"Release","value":"mlc v3.12","source":"source"},{"label":"Notability","value":"Routine container release, not notable.","source":"signal"}],"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/nebius/ml-containers/releases/tag/mlc_3.12"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:47:03.582475+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e/signal.json","dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e/signal.json","required":true},{"label":"source","url":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nebius/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nebius/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","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 Nebius's release signal \"nebius/ml-containers mlc_3.12\" for neocloud strategy."},"semantic_triples":[{"subject":"Nebius","predicate":"released","object":"nebius/ml-containers mlc_3.12","text":"Nebius released nebius/ml-containers mlc_3.12."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"is classified as","object":"release signal","text":"nebius/ml-containers mlc_3.12 is classified as release signal."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"belongs to","object":"releases desk","text":"nebius/ml-containers mlc_3.12 belongs to releases desk."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has context","object":"nebius/ml-containers","text":"nebius/ml-containers mlc_3.12 has context nebius/ml-containers."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/ml-containers mlc_3.12 has evidence coverage 1 captured evidence page."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has captured page count","object":"1","text":"nebius/ml-containers mlc_3.12 has captured page count 1."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has readable page count","object":"1","text":"nebius/ml-containers mlc_3.12 has readable page count 1."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has related signal count","object":"6","text":"nebius/ml-containers mlc_3.12 has related signal count 6."},{"subject":"nebius/ml-containers mlc_3.12","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":"nebius/ml-containers mlc_3.12 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has source host","object":"github.com","text":"nebius/ml-containers mlc_3.12 has source host github.com."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has lab","object":"Nebius","text":"nebius/ml-containers mlc_3.12 has lab Nebius."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has signal desk","object":"releases","text":"nebius/ml-containers mlc_3.12 has signal desk releases."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has source host","object":"github.com","text":"nebius/ml-containers mlc_3.12 has source host github.com."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has repository","object":"nebius/ml-containers","text":"nebius/ml-containers mlc_3.12 has repository nebius/ml-containers."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has release","object":"mlc v3.12","text":"nebius/ml-containers mlc_3.12 has release mlc v3.12."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has notability","object":"Routine container release, not notable.","text":"nebius/ml-containers mlc_3.12 has notability Routine container release, not notable.."}]},"intelligence":{"signal_desk":"releases","answer":"Nebius published nebius/ml-containers mlc_3.12 (nebius/ml-containers). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine container release, not notable. · mlc v3.12 Repository: nebius/ml-containers Tag: mlc_3.12 Published: 2026-06-05T08:21:09Z Prerelease: no Release notes: This is a just a mirror of.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Nebius","predicate":"released","object":"nebius/ml-containers mlc_3.12","text":"Nebius released nebius/ml-containers mlc_3.12."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"is classified as","object":"release signal","text":"nebius/ml-containers mlc_3.12 is classified as release signal."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"belongs to","object":"releases desk","text":"nebius/ml-containers mlc_3.12 belongs to releases desk."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has context","object":"nebius/ml-containers","text":"nebius/ml-containers mlc_3.12 has context nebius/ml-containers."},{"subject":"nebius/ml-containers mlc_3.12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/ml-containers mlc_3.12 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cfef45c5-2081-4f0d-87ca-de53d577fa1e","url":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e","json_url":"https://onlylabs.fyi/signals/cfef45c5-2081-4f0d-87ca-de53d577fa1e/signal.json","source_url":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","title":"nebius/ml-containers mlc_3.12","summary":"Nebius published release notes. onlylabs watches releases for what actually shipped.","context":"nebius/ml-containers","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-05T08:21:09+00:00","first_seen_at":"2026-06-05T22:32:09.881762+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/nebius/ml-containers/releases/tag/mlc_3.12"]},"facets":{"repo":"nebius/ml-containers"},"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/nebius/ml-containers/releases/tag/mlc_3.12","final_url":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","title":"nebius/ml-containers mlc_3.12","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:47:03.582475+00:00","bytes":4235,"raw_path":"eecceec0ad130c9d261669a30ce261deeeee5264032195ac4eda9916991cf683.json","content_hash":"b5126a63fd0042953dab2b79f27822346595cf38336ca8111fd9c50077253e03","excerpt_chars":1200,"truncated":false,"excerpt":"mlc v3.12 Repository: nebius/ml-containers Tag: mlc_3.12 Published: 2026-06-05T08:21:09Z Prerelease: no Release notes: This is a just a mirror of https://www.intel.com/content/www/us/en/download/736633/intel-memory-latency-checker-intel-mlc.html Because of \"OK (0 bytes)\", \"status_code\": 202, \"url\": \"https://downloadmirror.intel.com/866182/mlc_v3.12.tgz\""},"evidence_pages":[{"url":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","final_url":"https://github.com/nebius/ml-containers/releases/tag/mlc_3.12","title":"nebius/ml-containers mlc_3.12","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:47:03.582475+00:00","bytes":4235,"raw_path":"eecceec0ad130c9d261669a30ce261deeeee5264032195ac4eda9916991cf683.json","content_hash":"b5126a63fd0042953dab2b79f27822346595cf38336ca8111fd9c50077253e03","excerpt_chars":1200,"truncated":false,"excerpt":"mlc v3.12 Repository: nebius/ml-containers Tag: mlc_3.12 Published: 2026-06-05T08:21:09Z Prerelease: no Release notes: This is a just a mirror of https://www.intel.com/content/www/us/en/download/736633/intel-memory-latency-checker-intel-mlc.html Because of \"OK (0 bytes)\", \"status_code\": 202, \"url\": \"https://downloadmirror.intel.com/866182/mlc_v3.12.tgz\""}],"related_signals":[{"id":"32f64660-242a-4509-b148-7e7ba09c5a94","url":"https://onlylabs.fyi/signals/32f64660-242a-4509-b148-7e7ba09c5a94","source_url":"https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.2-1","title":"nebius/nebius-solutions-library soperator-v4.0.2-1","context":"nebius/nebius-solutions-library","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T15:20:25+00:00","first_seen_at":"2026-06-10T07:01:03.342868+00:00","date_source":"source"},{"id":"8594a3e5-bc9e-4e44-9ae8-ba61889f1c0c","url":"https://onlylabs.fyi/signals/8594a3e5-bc9e-4e44-9ae8-ba61889f1c0c","source_url":"https://github.com/nebius/soperator/releases/tag/4.0.2","title":"nebius/soperator 4.0.2","context":"nebius/soperator","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T15:14:50+00:00","first_seen_at":"2026-06-10T07:01:03.342868+00:00","date_source":"source"},{"id":"833252f9-dd40-4874-89f4-bb4cb63e2c69","url":"https://onlylabs.fyi/signals/833252f9-dd40-4874-89f4-bb4cb63e2c69","source_url":"https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.6-1","title":"nebius/nebius-solutions-library soperator-v3.0.6-1","context":"nebius/nebius-solutions-library","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T14:29:57+00:00","first_seen_at":"2026-06-10T07:01:03.342868+00:00","date_source":"source"},{"id":"6201acae-e427-4657-8e2e-992978e2167e","url":"https://onlylabs.fyi/signals/6201acae-e427-4657-8e2e-992978e2167e","source_url":"https://github.com/nebius/soperator/releases/tag/3.0.6","title":"nebius/soperator 3.0.6","context":"nebius/soperator","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T14:20:03+00:00","first_seen_at":"2026-06-10T07:01:03.342868+00:00","date_source":"source"},{"id":"8c7e1bbd-2a95-42d0-bc6a-a2e719007f7c","url":"https://onlylabs.fyi/signals/8c7e1bbd-2a95-42d0-bc6a-a2e719007f7c","source_url":"https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.13","title":"nebius/terraform-provider-nebius v0.6.13","context":"nebius/terraform-provider-nebius","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T08:28:43+00:00","first_seen_at":"2026-06-10T07:01:03.342868+00:00","date_source":"source"},{"id":"66bfc31f-f1a8-4253-bbcd-a995a1474fbf","url":"https://onlylabs.fyi/signals/66bfc31f-f1a8-4253-bbcd-a995a1474fbf","source_url":"https://github.com/nebius/nebius-solutions-library/releases/tag/main-v2026-06-08","title":"nebius/nebius-solutions-library main-v2026-06-08","context":"nebius/nebius-solutions-library","kind":{"key":"release","label":"Release"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-08T10:43:03+00:00","first_seen_at":"2026-06-09T07:00:38.935375+00:00","date_source":"source"}]}