{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Release: databricks/mlops-stacks v0.4","description":"Databricks (DBRX) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff","json_url":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff/signal.json","generated_at":"2026-06-11T04:02:53.897333+00:00","org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/databricks","dossier_json_url":"https://onlylabs.fyi/labs/databricks/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff","signal_json":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff/signal.json","source":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","lab_dossier":"https://onlylabs.fyi/labs/databricks","lab_dossier_json":"https://onlylabs.fyi/labs/databricks/dossier.json","analysis":"https://onlylabs.fyi/analysis/databricks","analysis_json":"https://onlylabs.fyi/analysis/databricks/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/databricks/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":"Databricks (DBRX) published databricks/mlops-stacks v0.4 (databricks/mlops-stacks). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Databricks MLOps Stacks v0.4 Repository: databricks/mlops-stacks Tag: v0.4 Published: 2024-06-07T22:54:45Z Prerelease: no Release notes: Major Features * Monitoring is.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","source_host":"github.com","occurred_at":"2024-06-07T22:54:45+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source","context":"databricks/mlops-stacks"},"context_markers":[{"label":"Lab","value":"Databricks (DBRX)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"databricks/mlops-stacks","source":"source"},{"label":"Release","value":"Databricks MLOps Stacks v0.4","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/databricks/mlops-stacks/releases/tag/v0.4"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:02:53.897333+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff/signal.json","dossier_json":"https://onlylabs.fyi/labs/databricks/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/databricks/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/databricks/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/4fabe3e4-ff93-4c06-bf44-6713603b3eff/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/databricks/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/databricks/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 Databricks (DBRX)'s release signal \"databricks/mlops-stacks v0.4\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"released","object":"databricks/mlops-stacks v0.4","text":"Databricks (DBRX) released databricks/mlops-stacks v0.4."},{"subject":"databricks/mlops-stacks v0.4","predicate":"is classified as","object":"release signal","text":"databricks/mlops-stacks v0.4 is classified as release signal."},{"subject":"databricks/mlops-stacks v0.4","predicate":"belongs to","object":"releases desk","text":"databricks/mlops-stacks v0.4 belongs to releases desk."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has context","object":"databricks/mlops-stacks","text":"databricks/mlops-stacks v0.4 has context databricks/mlops-stacks."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/mlops-stacks v0.4 has evidence coverage 1 captured evidence page."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has captured page count","object":"1","text":"databricks/mlops-stacks v0.4 has captured page count 1."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has readable page count","object":"1","text":"databricks/mlops-stacks v0.4 has readable page count 1."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has related signal count","object":"6","text":"databricks/mlops-stacks v0.4 has related signal count 6."},{"subject":"databricks/mlops-stacks v0.4","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":"databricks/mlops-stacks v0.4 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has source host","object":"github.com","text":"databricks/mlops-stacks v0.4 has source host github.com."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/mlops-stacks v0.4 has lab Databricks (DBRX)."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has signal desk","object":"releases","text":"databricks/mlops-stacks v0.4 has signal desk releases."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has source host","object":"github.com","text":"databricks/mlops-stacks v0.4 has source host github.com."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has repository","object":"databricks/mlops-stacks","text":"databricks/mlops-stacks v0.4 has repository databricks/mlops-stacks."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has release","object":"Databricks MLOps Stacks v0.4","text":"databricks/mlops-stacks v0.4 has release Databricks MLOps Stacks v0.4."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has watch term","object":"Infrastructure","text":"databricks/mlops-stacks v0.4 has watch term Infrastructure."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has watch term","object":"Safety and alignment","text":"databricks/mlops-stacks v0.4 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"Databricks (DBRX) published databricks/mlops-stacks v0.4 (databricks/mlops-stacks). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Databricks MLOps Stacks v0.4 Repository: databricks/mlops-stacks Tag: v0.4 Published: 2024-06-07T22:54:45Z Prerelease: no Release notes: Major Features * Monitoring is.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"released","object":"databricks/mlops-stacks v0.4","text":"Databricks (DBRX) released databricks/mlops-stacks v0.4."},{"subject":"databricks/mlops-stacks v0.4","predicate":"is classified as","object":"release signal","text":"databricks/mlops-stacks v0.4 is classified as release signal."},{"subject":"databricks/mlops-stacks v0.4","predicate":"belongs to","object":"releases desk","text":"databricks/mlops-stacks v0.4 belongs to releases desk."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has context","object":"databricks/mlops-stacks","text":"databricks/mlops-stacks v0.4 has context databricks/mlops-stacks."},{"subject":"databricks/mlops-stacks v0.4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/mlops-stacks v0.4 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4fabe3e4-ff93-4c06-bf44-6713603b3eff","url":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff","json_url":"https://onlylabs.fyi/signals/4fabe3e4-ff93-4c06-bf44-6713603b3eff/signal.json","source_url":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","title":"databricks/mlops-stacks v0.4","summary":"Databricks (DBRX) published release notes. onlylabs watches releases for what actually shipped.","context":"databricks/mlops-stacks","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-06-07T22:54:45+00:00","first_seen_at":"2026-06-05T22:32:24.372839+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/databricks/mlops-stacks/releases/tag/v0.4"]},"facets":{"repo":"databricks/mlops-stacks"},"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/databricks/mlops-stacks/releases/tag/v0.4","final_url":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","title":"databricks/mlops-stacks v0.4","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:53.897333+00:00","bytes":3677,"raw_path":"7f42a705cd59d2da2db49338d32c9d4576a8b66b0dd8b902d135bb15a0e40c0c.json","content_hash":"8e8c212b3ee4c8173f5e7d943181fb23efc415eb903bd98c06d21312af94db0f","excerpt_chars":1200,"truncated":true,"excerpt":"Databricks MLOps Stacks v0.4 Repository: databricks/mlops-stacks Tag: v0.4 Published: 2024-06-07T22:54:45Z Prerelease: no Release notes: Major Features * Monitoring is now integrated into MLOps Stacks! 🎉 What's Changed * Delete unused images by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/154 * Update the version of matplotlib to avoid security issues by @lbcommer in https://github.com/databricks/mlops-stacks/pull/155 * Monitoring integration by @s-udhaya,@arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/156 * Update monitoring resource by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/161 * Make monitoring initially optional to allow creation of inference tables first by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/162 * Bump up Stacks version by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/163 New Contributors * @lbcommer made their first contribution in https://github.com/databricks/mlops-stacks/pull/155 * @s-udhaya made their first contribution in https://github.com/databricks/mlops-stacks/pull/156 **Full Changelog**: https://github.com/databricks/mlops-stacks/compare/v0.3...v0.4"},"evidence_pages":[{"url":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","final_url":"https://github.com/databricks/mlops-stacks/releases/tag/v0.4","title":"databricks/mlops-stacks v0.4","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:53.897333+00:00","bytes":3677,"raw_path":"7f42a705cd59d2da2db49338d32c9d4576a8b66b0dd8b902d135bb15a0e40c0c.json","content_hash":"8e8c212b3ee4c8173f5e7d943181fb23efc415eb903bd98c06d21312af94db0f","excerpt_chars":1200,"truncated":true,"excerpt":"Databricks MLOps Stacks v0.4 Repository: databricks/mlops-stacks Tag: v0.4 Published: 2024-06-07T22:54:45Z Prerelease: no Release notes: Major Features * Monitoring is now integrated into MLOps Stacks! 🎉 What's Changed * Delete unused images by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/154 * Update the version of matplotlib to avoid security issues by @lbcommer in https://github.com/databricks/mlops-stacks/pull/155 * Monitoring integration by @s-udhaya,@arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/156 * Update monitoring resource by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/161 * Make monitoring initially optional to allow creation of inference tables first by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/162 * Bump up Stacks version by @arpitjasa-db in https://github.com/databricks/mlops-stacks/pull/163 New Contributors * @lbcommer made their first contribution in https://github.com/databricks/mlops-stacks/pull/155 * @s-udhaya made their first contribution in https://github.com/databricks/mlops-stacks/pull/156 **Full Changelog**: https://github.com/databricks/mlops-stacks/compare/v0.3...v0.4"}],"related_signals":[{"id":"d1f9718c-1cf7-4c27-a50c-cdaeae44289b","url":"https://onlylabs.fyi/signals/d1f9718c-1cf7-4c27-a50c-cdaeae44289b","source_url":"https://github.com/databricks/databricks-sql-python/releases/tag/v4.3.0rc1","title":"databricks/databricks-sql-python v4.3.0rc1","context":"databricks/databricks-sql-python","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-06-11T05:45:25+00:00","first_seen_at":"2026-06-11T07:01:20.948777+00:00","date_source":"source"},{"id":"10841c29-36ce-417c-ab4e-8ed324e6b18e","url":"https://onlylabs.fyi/signals/10841c29-36ce-417c-ab4e-8ed324e6b18e","source_url":"https://github.com/databricks/dbt-databricks/releases/tag/v1.12.1","title":"databricks/dbt-databricks v1.12.1","context":"databricks/dbt-databricks","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-06-10T13:49:34+00:00","first_seen_at":"2026-06-11T07:01:20.948777+00:00","date_source":"source"},{"id":"07808253-64b2-480e-8e0c-15f9da2bd6b0","url":"https://onlylabs.fyi/signals/07808253-64b2-480e-8e0c-15f9da2bd6b0","source_url":"https://github.com/databricks/databricks-agent-skills/releases/tag/v0.2.3","title":"databricks/databricks-agent-skills v0.2.3","context":"databricks/databricks-agent-skills","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-06-10T13:22:47+00:00","first_seen_at":"2026-06-11T07:01:20.948777+00:00","date_source":"source"},{"id":"ae0627d8-f9ac-406e-8e21-dc6a7e26857f","url":"https://onlylabs.fyi/signals/ae0627d8-f9ac-406e-8e21-dc6a7e26857f","source_url":"https://github.com/databricks/databricks-sdk-go/releases/tag/v0.143.0","title":"databricks/databricks-sdk-go v0.143.0","context":"databricks/databricks-sdk-go","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-06-10T09:26:39+00:00","first_seen_at":"2026-06-11T07:01:20.948777+00:00","date_source":"source"},{"id":"21e81001-7e21-4468-b370-beeb21cf86d4","url":"https://onlylabs.fyi/signals/21e81001-7e21-4468-b370-beeb21cf86d4","source_url":"https://github.com/databricks/databricks-sdk-java/releases/tag/v0.119.0","title":"databricks/databricks-sdk-java v0.119.0","context":"databricks/databricks-sdk-java","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-06-10T06:17:04+00:00","first_seen_at":"2026-06-10T07:01:28.606143+00:00","date_source":"source"},{"id":"8972489f-a85b-412e-85bd-1a8f13b0f09a","url":"https://onlylabs.fyi/signals/8972489f-a85b-412e-85bd-1a8f13b0f09a","source_url":"https://github.com/databricks/databricks-sdk-py/releases/tag/v0.116.0","title":"databricks/databricks-sdk-py v0.116.0","context":"databricks/databricks-sdk-py","kind":{"key":"release","label":"Release"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-06-10T06:15:04+00:00","first_seen_at":"2026-06-10T07:01:28.606143+00:00","date_source":"source"}]}