{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Repo: databricks/reference-apps","description":"Databricks (DBRX) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/16c0899f-5446-4bfa-93c2-23fb01cc4fe2","json_url":"https://onlylabs.fyi/signals/16c0899f-5446-4bfa-93c2-23fb01cc4fe2/signal.json","generated_at":"2026-06-11T04:07:13.287697+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/16c0899f-5446-4bfa-93c2-23fb01cc4fe2","signal_json":"https://onlylabs.fyi/signals/16c0899f-5446-4bfa-93c2-23fb01cc4fe2/signal.json","source":"https://github.com/databricks/reference-apps","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Databricks (DBRX) published databricks/reference-apps (Scala). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/16c0899f-5446-4bfa-93c2-23fb01cc4fe2/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/reference-apps","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":null,"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 repo signal \"databricks/reference-apps\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/reference-apps","text":"Databricks (DBRX) published repo databricks/reference-apps."},{"subject":"databricks/reference-apps","predicate":"is classified as","object":"repo signal","text":"databricks/reference-apps is classified as repo signal."},{"subject":"databricks/reference-apps","predicate":"belongs to","object":"repos desk","text":"databricks/reference-apps belongs to repos desk."},{"subject":"databricks/reference-apps","predicate":"has context","object":"Scala","text":"databricks/reference-apps has context Scala."},{"subject":"databricks/reference-apps","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/reference-apps has evidence coverage 1 captured evidence page."},{"subject":"databricks/reference-apps","predicate":"has captured page count","object":"1","text":"databricks/reference-apps has captured page count 1."},{"subject":"databricks/reference-apps","predicate":"has readable page count","object":"1","text":"databricks/reference-apps has readable page count 1."},{"subject":"databricks/reference-apps","predicate":"has related signal count","object":"6","text":"databricks/reference-apps has related signal count 6."},{"subject":"databricks/reference-apps","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"databricks/reference-apps has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"databricks/reference-apps","predicate":"has source host","object":"github.com","text":"databricks/reference-apps has source host github.com."},{"subject":"databricks/reference-apps","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/reference-apps has lab Databricks (DBRX)."},{"subject":"databricks/reference-apps","predicate":"has signal desk","object":"repos","text":"databricks/reference-apps has signal desk repos."},{"subject":"databricks/reference-apps","predicate":"has source host","object":"github.com","text":"databricks/reference-apps has source host github.com."},{"subject":"databricks/reference-apps","predicate":"has repository","object":"databricks/reference-apps","text":"databricks/reference-apps has repository databricks/reference-apps."},{"subject":"databricks/reference-apps","predicate":"has language","object":"Scala","text":"databricks/reference-apps has language Scala."},{"subject":"databricks/reference-apps","predicate":"has stars","object":"649","text":"databricks/reference-apps has stars 649."},{"subject":"databricks/reference-apps","predicate":"has watch term","object":"Infrastructure","text":"databricks/reference-apps has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Databricks (DBRX) published databricks/reference-apps (Scala). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/reference-apps · language Scala. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/reference-apps","text":"Databricks (DBRX) published repo databricks/reference-apps."},{"subject":"databricks/reference-apps","predicate":"is classified as","object":"repo signal","text":"databricks/reference-apps is classified as repo signal."},{"subject":"databricks/reference-apps","predicate":"belongs to","object":"repos desk","text":"databricks/reference-apps belongs to repos desk."},{"subject":"databricks/reference-apps","predicate":"has context","object":"Scala","text":"databricks/reference-apps has context Scala."},{"subject":"databricks/reference-apps","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/reference-apps has evidence coverage 1 captured evidence page."}]},"signal":{"id":"16c0899f-5446-4bfa-93c2-23fb01cc4fe2","url":"https://onlylabs.fyi/signals/16c0899f-5446-4bfa-93c2-23fb01cc4fe2","json_url":"https://onlylabs.fyi/signals/16c0899f-5446-4bfa-93c2-23fb01cc4fe2/signal.json","source_url":"https://github.com/databricks/reference-apps","title":"databricks/reference-apps","summary":"Databricks (DBRX) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Scala","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2014-08-19T01:09:11+00:00","first_seen_at":"2026-06-06T01:50:05.877387+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/reference-apps"]},"facets":{"repo":"databricks/reference-apps","language":"Scala"},"traction":{"github_stars":649,"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/reference-apps","final_url":"https://github.com/databricks/reference-apps","title":"databricks/reference-apps repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:13.287697+00:00","bytes":10558,"raw_path":"c47155ab66380cf8cfd34978881f27579351563d6ae9320e1b181fd475cd8ea0.json","content_hash":"4ca9135268fc37f42da333a60975386fef6950372ea50a76414ad771c362d04d","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/reference-apps Description: Spark reference applications Language: Scala License: NOASSERTION Stars: 649 Forks: 335 Open issues: 33 Created: 2014-08-19T01:09:11Z Pushed: 2024-10-03T17:34:54Z Default branch: master Fork: no Archived: no README: Databricks Reference Apps At Databricks, we are developing a set of reference applications that demonstrate how to use Apache Spark. This book/repo contains the reference applications. * View the code in the Github Repo here: [https://github.com/databricks/reference-apps](https://github.com/databricks/reference-apps) * Read the documentation here: [http://databricks.gitbooks.io/databricks-spark-reference-applications/](http://databricks.gitbooks.io/databricks-spark-reference-applications/) * Submit feedback or issues here: [https://github.com/databricks/reference-apps/issues](https://github.com/databricks/reference-apps/issues) The reference applications will appeal to those who want to learn Spark and learn better by example. Browse the applications, see what features of the reference applications are similar to the features you want to build, and refashion the code samples for your needs. Additionally, this is meant to be a..."},"evidence_pages":[{"url":"https://github.com/databricks/reference-apps","final_url":"https://github.com/databricks/reference-apps","title":"databricks/reference-apps repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:13.287697+00:00","bytes":10558,"raw_path":"c47155ab66380cf8cfd34978881f27579351563d6ae9320e1b181fd475cd8ea0.json","content_hash":"4ca9135268fc37f42da333a60975386fef6950372ea50a76414ad771c362d04d","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/reference-apps Description: Spark reference applications Language: Scala License: NOASSERTION Stars: 649 Forks: 335 Open issues: 33 Created: 2014-08-19T01:09:11Z Pushed: 2024-10-03T17:34:54Z Default branch: master Fork: no Archived: no README: Databricks Reference Apps At Databricks, we are developing a set of reference applications that demonstrate how to use Apache Spark. This book/repo contains the reference applications. * View the code in the Github Repo here: [https://github.com/databricks/reference-apps](https://github.com/databricks/reference-apps) * Read the documentation here: [http://databricks.gitbooks.io/databricks-spark-reference-applications/](http://databricks.gitbooks.io/databricks-spark-reference-applications/) * Submit feedback or issues here: [https://github.com/databricks/reference-apps/issues](https://github.com/databricks/reference-apps/issues) The reference applications will appeal to those who want to learn Spark and learn better by example. Browse the applications, see what features of the reference applications are similar to the features you want to build, and refashion the code samples for your needs. 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