{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Repo: databricks/docker-dev","description":"Databricks (DBRX) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec","json_url":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec/signal.json","generated_at":"2026-06-11T04:08:05.855253+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/bd3a7d7e-904b-479d-b49f-682430d122ec","signal_json":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec/signal.json","source":"https://github.com/databricks/docker-dev","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/docker-dev (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/docker-dev · language Shell. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/databricks/docker-dev","source_host":"github.com","occurred_at":"2023-03-25T14:08:54+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source","context":"Shell"},"context_markers":[{"label":"Lab","value":"Databricks (DBRX)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"databricks/docker-dev","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Stars","value":"3","source":"traction"},{"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/databricks/docker-dev"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:05.855253+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"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.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/docker-dev","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/docker-dev\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/docker-dev","text":"Databricks (DBRX) published repo databricks/docker-dev."},{"subject":"databricks/docker-dev","predicate":"is classified as","object":"repo signal","text":"databricks/docker-dev is classified as repo signal."},{"subject":"databricks/docker-dev","predicate":"belongs to","object":"repos desk","text":"databricks/docker-dev belongs to repos desk."},{"subject":"databricks/docker-dev","predicate":"has context","object":"Shell","text":"databricks/docker-dev has context Shell."},{"subject":"databricks/docker-dev","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/docker-dev has evidence coverage 1 captured evidence page."},{"subject":"databricks/docker-dev","predicate":"has captured page count","object":"1","text":"databricks/docker-dev has captured page count 1."},{"subject":"databricks/docker-dev","predicate":"has readable page count","object":"1","text":"databricks/docker-dev has readable page count 1."},{"subject":"databricks/docker-dev","predicate":"has related signal count","object":"6","text":"databricks/docker-dev has related signal count 6."},{"subject":"databricks/docker-dev","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/docker-dev 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/docker-dev","predicate":"has source host","object":"github.com","text":"databricks/docker-dev has source host github.com."},{"subject":"databricks/docker-dev","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/docker-dev has lab Databricks (DBRX)."},{"subject":"databricks/docker-dev","predicate":"has signal desk","object":"repos","text":"databricks/docker-dev has signal desk repos."},{"subject":"databricks/docker-dev","predicate":"has source host","object":"github.com","text":"databricks/docker-dev has source host github.com."},{"subject":"databricks/docker-dev","predicate":"has repository","object":"databricks/docker-dev","text":"databricks/docker-dev has repository databricks/docker-dev."},{"subject":"databricks/docker-dev","predicate":"has language","object":"Shell","text":"databricks/docker-dev has language Shell."},{"subject":"databricks/docker-dev","predicate":"has stars","object":"3","text":"databricks/docker-dev has stars 3."},{"subject":"databricks/docker-dev","predicate":"has watch term","object":"Eval methodology","text":"databricks/docker-dev has watch term Eval methodology."},{"subject":"databricks/docker-dev","predicate":"has watch term","object":"Infrastructure","text":"databricks/docker-dev has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Databricks (DBRX) published databricks/docker-dev (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/docker-dev · language Shell. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/docker-dev","text":"Databricks (DBRX) published repo databricks/docker-dev."},{"subject":"databricks/docker-dev","predicate":"is classified as","object":"repo signal","text":"databricks/docker-dev is classified as repo signal."},{"subject":"databricks/docker-dev","predicate":"belongs to","object":"repos desk","text":"databricks/docker-dev belongs to repos desk."},{"subject":"databricks/docker-dev","predicate":"has context","object":"Shell","text":"databricks/docker-dev has context Shell."},{"subject":"databricks/docker-dev","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/docker-dev has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bd3a7d7e-904b-479d-b49f-682430d122ec","url":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec","json_url":"https://onlylabs.fyi/signals/bd3a7d7e-904b-479d-b49f-682430d122ec/signal.json","source_url":"https://github.com/databricks/docker-dev","title":"databricks/docker-dev","summary":"Databricks (DBRX) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2023-03-25T14:08:54+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/docker-dev"]},"facets":{"repo":"databricks/docker-dev","language":"Shell"},"traction":{"github_stars":3,"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/docker-dev","final_url":"https://github.com/databricks/docker-dev","title":"databricks/docker-dev repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:05.855253+00:00","bytes":19886,"raw_path":"007cc37adcefcb6549ce6e0d4300509b0588ad716cc6888f267d61e8da962bbd.json","content_hash":"b8fe0ff5ea4a96c39d7ef3b226b2deb3996671148923aad4a0e0adad4c23b49e","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/docker-dev Description: Arcion Demo Kit for testing database to database replication Language: Shell License: GPL-3.0 Stars: 3 Forks: 1 Open issues: 4 Created: 2023-03-25T14:08:54Z Pushed: 2025-04-23T20:14:57Z Default branch: main Fork: no Archived: no README: More info at [Arcion Demo Kit docs](https://databricks.github.io/demokit.gtihub.io/). Overview This is the Arcion Demo Kit. It is designed to demo and test Arcion replication from various data sources to targets. The diagram below describes the components of the demo kit. Please refer to [https://docs.arcion.io](https://docs.arcion.io) for more info. - Load Generators - Yahoo Cloud Serving Benchmark [YCSB](https://github.com/brianfrankcooper/YCSB) - Carnegie Mellon Database Group [BenchBase](https://github.com/cmu-db/benchbase) - Data sources - Arcion cluster with dedicated metadata database - Data destinations ```mermaid graph LR L[Load Generator<br>TPC-C<br>YCSB] --> S subgraph Arcion Cluster A1 M[(Meta <br>Data)] end S[(Source <br>Data)] --> A1[Arcion <br> UI] A1 --> T[(Destination<br>Data)] ``` Getting started Assumptions: - Run on Windows WSL2, Liunx or Mac - x64_64 (Intel, AMD) CPUs can run all databases -..."},"evidence_pages":[{"url":"https://github.com/databricks/docker-dev","final_url":"https://github.com/databricks/docker-dev","title":"databricks/docker-dev repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:05.855253+00:00","bytes":19886,"raw_path":"007cc37adcefcb6549ce6e0d4300509b0588ad716cc6888f267d61e8da962bbd.json","content_hash":"b8fe0ff5ea4a96c39d7ef3b226b2deb3996671148923aad4a0e0adad4c23b49e","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/docker-dev Description: Arcion Demo Kit for testing database to database replication Language: Shell License: GPL-3.0 Stars: 3 Forks: 1 Open issues: 4 Created: 2023-03-25T14:08:54Z Pushed: 2025-04-23T20:14:57Z Default branch: main Fork: no Archived: no README: More info at [Arcion Demo Kit docs](https://databricks.github.io/demokit.gtihub.io/). Overview This is the Arcion Demo Kit. It is designed to demo and test Arcion replication from various data sources to targets. The diagram below describes the components of the demo kit. Please refer to [https://docs.arcion.io](https://docs.arcion.io) for more info. - Load Generators - Yahoo Cloud Serving Benchmark [YCSB](https://github.com/brianfrankcooper/YCSB) - Carnegie Mellon Database Group [BenchBase](https://github.com/cmu-db/benchbase) - Data sources - Arcion cluster with dedicated metadata database - Data destinations ```mermaid graph LR L[Load Generator<br>TPC-C<br>YCSB] --> S subgraph Arcion Cluster A1 M[(Meta <br>Data)] end S[(Source <br>Data)] --> A1[Arcion <br> UI] A1 --> T[(Destination<br>Data)] ``` Getting started Assumptions: - Run on Windows WSL2, Liunx or Mac - x64_64 (Intel, AMD) CPUs can run all databases -..."}],"related_signals":[{"id":"7183a054-3514-4909-91f4-8621a1c0a9c1","url":"https://onlylabs.fyi/signals/7183a054-3514-4909-91f4-8621a1c0a9c1","source_url":"https://github.com/databricks/ucode","title":"databricks/ucode","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-04-17T16:59:59+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"78b2e0e9-ec8a-4315-8641-75b63a096e58","url":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58","source_url":"https://github.com/databricks/devhub","title":"databricks/devhub","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-03-12T17:03:51+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"30c28def-c185-4b79-954c-8da47ac1166a","url":"https://onlylabs.fyi/signals/30c28def-c185-4b79-954c-8da47ac1166a","source_url":"https://github.com/databricks/pilot-commit","title":"databricks/pilot-commit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-03-09T16:30:06+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"bd65ce67-c41c-4a77-a54a-1c9c4919c227","url":"https://onlylabs.fyi/signals/bd65ce67-c41c-4a77-a54a-1c9c4919c227","source_url":"https://github.com/databricks/flashoptim","title":"databricks/flashoptim","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-02-23T21:45:25+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"5755de7d-c221-445e-8082-93032abf62a7","url":"https://onlylabs.fyi/signals/5755de7d-c221-445e-8082-93032abf62a7","source_url":"https://github.com/databricks/databricks-repos-debug","title":"databricks/databricks-repos-debug","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-01-23T21:09:39+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"fa5fe8f5-afaa-4f71-8cc6-e4f4dae0a195","url":"https://onlylabs.fyi/signals/fa5fe8f5-afaa-4f71-8cc6-e4f4dae0a195","source_url":"https://github.com/databricks/databricks-agent-skills","title":"databricks/databricks-agent-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-01-14T09:51:58+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"}]}