{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Release: databricks/appkit v0.38.0","description":"Databricks (DBRX) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/32dad7e8-61dd-4820-bc82-9cb6523a148a","json_url":"https://onlylabs.fyi/signals/32dad7e8-61dd-4820-bc82-9cb6523a148a/signal.json","generated_at":"2026-06-11T04:02:46.948413+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/32dad7e8-61dd-4820-bc82-9cb6523a148a","signal_json":"https://onlylabs.fyi/signals/32dad7e8-61dd-4820-bc82-9cb6523a148a/signal.json","source":"https://github.com/databricks/appkit/releases/tag/v0.38.0","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/appkit v0.38.0 (databricks/appkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, low traction · AppKit v0.38.0 Repository: databricks/appkit Tag: v0.38.0 Published: 2026-05-22T11:12:33Z Prerelease: no Release notes: Changelog.... 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/appkit/releases/tag/v0.38.0","source_host":"github.com","occurred_at":"2026-05-22T11:12:33+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source","context":"databricks/appkit"},"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/appkit","source":"source"},{"label":"Release","value":"AppKit v0.38.0","source":"source"},{"label":"Notability","value":"Routine version release, low traction","source":"signal"},{"label":"Watch term","value":"Agents and tool use","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/appkit/releases/tag/v0.38.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:02:46.948413+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/32dad7e8-61dd-4820-bc82-9cb6523a148a/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/32dad7e8-61dd-4820-bc82-9cb6523a148a/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/appkit/releases/tag/v0.38.0","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/appkit v0.38.0\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"released","object":"databricks/appkit v0.38.0","text":"Databricks (DBRX) released databricks/appkit v0.38.0."},{"subject":"databricks/appkit v0.38.0","predicate":"is classified as","object":"release signal","text":"databricks/appkit v0.38.0 is classified as release signal."},{"subject":"databricks/appkit v0.38.0","predicate":"belongs to","object":"releases desk","text":"databricks/appkit v0.38.0 belongs to releases desk."},{"subject":"databricks/appkit v0.38.0","predicate":"has context","object":"databricks/appkit","text":"databricks/appkit v0.38.0 has context databricks/appkit."},{"subject":"databricks/appkit v0.38.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/appkit v0.38.0 has evidence coverage 1 captured evidence page."},{"subject":"databricks/appkit v0.38.0","predicate":"has captured page count","object":"1","text":"databricks/appkit v0.38.0 has captured page count 1."},{"subject":"databricks/appkit v0.38.0","predicate":"has readable page count","object":"1","text":"databricks/appkit v0.38.0 has readable page count 1."},{"subject":"databricks/appkit v0.38.0","predicate":"has related signal count","object":"6","text":"databricks/appkit v0.38.0 has related signal count 6."},{"subject":"databricks/appkit v0.38.0","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":"databricks/appkit v0.38.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"databricks/appkit v0.38.0","predicate":"has source host","object":"github.com","text":"databricks/appkit v0.38.0 has source host github.com."},{"subject":"databricks/appkit v0.38.0","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/appkit v0.38.0 has lab Databricks (DBRX)."},{"subject":"databricks/appkit v0.38.0","predicate":"has signal desk","object":"releases","text":"databricks/appkit v0.38.0 has signal desk releases."},{"subject":"databricks/appkit v0.38.0","predicate":"has source host","object":"github.com","text":"databricks/appkit v0.38.0 has source host github.com."},{"subject":"databricks/appkit v0.38.0","predicate":"has repository","object":"databricks/appkit","text":"databricks/appkit v0.38.0 has repository databricks/appkit."},{"subject":"databricks/appkit v0.38.0","predicate":"has release","object":"AppKit v0.38.0","text":"databricks/appkit v0.38.0 has release AppKit v0.38.0."},{"subject":"databricks/appkit v0.38.0","predicate":"has notability","object":"Routine version release, low traction","text":"databricks/appkit v0.38.0 has notability Routine version release, low traction."},{"subject":"databricks/appkit v0.38.0","predicate":"has watch term","object":"Agents and tool use","text":"databricks/appkit v0.38.0 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"Databricks (DBRX) published databricks/appkit v0.38.0 (databricks/appkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, low traction · AppKit v0.38.0 Repository: databricks/appkit Tag: v0.38.0 Published: 2026-05-22T11:12:33Z Prerelease: no Release notes: Changelog.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"released","object":"databricks/appkit v0.38.0","text":"Databricks (DBRX) released databricks/appkit v0.38.0."},{"subject":"databricks/appkit v0.38.0","predicate":"is classified as","object":"release signal","text":"databricks/appkit v0.38.0 is classified as release signal."},{"subject":"databricks/appkit v0.38.0","predicate":"belongs to","object":"releases desk","text":"databricks/appkit v0.38.0 belongs to releases desk."},{"subject":"databricks/appkit v0.38.0","predicate":"has context","object":"databricks/appkit","text":"databricks/appkit v0.38.0 has context databricks/appkit."},{"subject":"databricks/appkit v0.38.0","predicate":"has evidence 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[#5](https://github.com/databricks/appkit/issues/5) [#9](https://github.com/databricks/appkit/issues/9) [#6](https://github.com/databricks/appkit/issues/6) [#370](https://github.com/databricks/appkit/issues/370)"},"evidence_pages":[{"url":"https://github.com/databricks/appkit/releases/tag/v0.38.0","final_url":"https://github.com/databricks/appkit/releases/tag/v0.38.0","title":"databricks/appkit v0.38.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:46.948413+00:00","bytes":3066,"raw_path":"2b3e92d8881ff856a83f1c07d4d366cc2f9a7def3e2f66340feee10aca07f4e3.json","content_hash":"18d449b2631f13e26faa0fdb7b03fd7dc0b323f1167db4a2f82d2bddb0b50676","excerpt_chars":1200,"truncated":false,"excerpt":"AppKit v0.38.0 Repository: databricks/appkit Tag: v0.38.0 Published: 2026-05-22T11:12:33Z Prerelease: no Release notes: Changelog [0.38.0](https://github.com/databricks/appkit/compare/v0.37.0...v0.38.0) (2026-05-22) * new manifest format ([#261](https://github.com/databricks/appkit/issues/261)) ([7542a03](https://github.com/databricks/appkit/commit/7542a0382fc88faaf2466473a991323e69921ad7)), closes [#7](https://github.com/databricks/appkit/issues/7) [databricks/databricks-agent-skills#79](https://github.com/databricks/databricks-agent-skills/issues/79) [#4](https://github.com/databricks/appkit/issues/4) [#5](https://github.com/databricks/appkit/issues/5) [#9](https://github.com/databricks/appkit/issues/9) [#6](https://github.com/databricks/appkit/issues/6) [#370](https://github.com/databricks/appkit/issues/370)"}],"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 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