{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Repo: databricks/devhub","description":"Databricks (DBRX) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58","json_url":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58/signal.json","generated_at":"2026-06-11T02:52:06.961219+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/78b2e0e9-ec8a-4315-8641-75b63a096e58","signal_json":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58/signal.json","source":"https://github.com/databricks/devhub","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/devhub (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/devhub · language TypeScript · New repo, low stars, trivial.. 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/devhub","source_host":"github.com","occurred_at":"2026-03-12T17:03:51+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source","context":"TypeScript"},"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/devhub","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Stars","value":"4","source":"traction"},{"label":"Notability","value":"New repo, low stars, trivial.","source":"signal"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"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/devhub"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:52:06.961219+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58/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/78b2e0e9-ec8a-4315-8641-75b63a096e58/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/devhub","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/devhub\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/devhub","text":"Databricks (DBRX) published repo databricks/devhub."},{"subject":"databricks/devhub","predicate":"is classified as","object":"repo signal","text":"databricks/devhub is classified as repo signal."},{"subject":"databricks/devhub","predicate":"belongs to","object":"repos desk","text":"databricks/devhub belongs to repos desk."},{"subject":"databricks/devhub","predicate":"has context","object":"TypeScript","text":"databricks/devhub has context TypeScript."},{"subject":"databricks/devhub","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/devhub has evidence coverage 1 captured evidence page."},{"subject":"databricks/devhub","predicate":"has captured page count","object":"1","text":"databricks/devhub has captured page count 1."},{"subject":"databricks/devhub","predicate":"has readable page count","object":"1","text":"databricks/devhub has readable page count 1."},{"subject":"databricks/devhub","predicate":"has related signal count","object":"6","text":"databricks/devhub has related signal count 6."},{"subject":"databricks/devhub","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/devhub 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/devhub","predicate":"has source host","object":"github.com","text":"databricks/devhub has source host github.com."},{"subject":"databricks/devhub","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/devhub has lab Databricks (DBRX)."},{"subject":"databricks/devhub","predicate":"has signal desk","object":"repos","text":"databricks/devhub has signal desk repos."},{"subject":"databricks/devhub","predicate":"has source host","object":"github.com","text":"databricks/devhub has source host github.com."},{"subject":"databricks/devhub","predicate":"has repository","object":"databricks/devhub","text":"databricks/devhub has repository databricks/devhub."},{"subject":"databricks/devhub","predicate":"has language","object":"TypeScript","text":"databricks/devhub has language TypeScript."},{"subject":"databricks/devhub","predicate":"has stars","object":"4","text":"databricks/devhub has stars 4."},{"subject":"databricks/devhub","predicate":"has notability","object":"New repo, low stars, trivial.","text":"databricks/devhub has notability New repo, low stars, trivial.."},{"subject":"databricks/devhub","predicate":"has watch term","object":"Infrastructure","text":"databricks/devhub has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Databricks (DBRX) published databricks/devhub (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/devhub · language TypeScript · New repo, low stars, trivial.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/devhub","text":"Databricks (DBRX) published repo databricks/devhub."},{"subject":"databricks/devhub","predicate":"is classified as","object":"repo signal","text":"databricks/devhub is classified as repo signal."},{"subject":"databricks/devhub","predicate":"belongs to","object":"repos desk","text":"databricks/devhub belongs to repos desk."},{"subject":"databricks/devhub","predicate":"has context","object":"TypeScript","text":"databricks/devhub has context TypeScript."},{"subject":"databricks/devhub","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/devhub has evidence coverage 1 captured evidence page."}]},"signal":{"id":"78b2e0e9-ec8a-4315-8641-75b63a096e58","url":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58","json_url":"https://onlylabs.fyi/signals/78b2e0e9-ec8a-4315-8641-75b63a096e58/signal.json","source_url":"https://github.com/databricks/devhub","title":"databricks/devhub","summary":"Databricks (DBRX) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","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","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/devhub"]},"facets":{"repo":"databricks/devhub","language":"TypeScript"},"traction":{"github_stars":4,"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/devhub","final_url":"https://github.com/databricks/devhub","title":"databricks/devhub repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:06.961219+00:00","bytes":10113,"raw_path":"1024ec2cf7d6b5f648e2d74744631e14d7f9b35701f1b41197a49b846c7e5923.json","content_hash":"bff54198b245f5f4c37710eab7eeb7208ad50f64eaaf5ce43d75a4a405fafe67","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/devhub Description: DevHub (databricks.com/devhub) is the developer site for building on Databricks. Language: TypeScript License: NOASSERTION Stars: 4 Forks: 5 Open issues: 0 Created: 2026-03-12T17:03:51Z Pushed: 2026-06-10T21:33:18Z Default branch: main Fork: no Archived: no README: DevHub **DevHub** is the home for developers building data and AI applications on Databricks. It is opinionated documentation and copy-paste-friendly templates so you—and your coding agents—can go from idea to deployed app in minutes not months. Why build on Databricks? Databricks brings **operational data**, **AI agents**, and **apps** together on one platform: **Lakebase** for Postgres that lives next to your lakehouse, **Agent Bricks** for governed, production-grade agents on your data, and **Databricks Apps** for secure, serverless frontends and APIs. DevHub is where we show you how those pieces fit into real workflows—not slides, but documentation and templates you can run. The easiest way to get started building on Databricks is **AppKit**. [AppKit](https://github.com/databricks/appkit) is the open-source TypeScript SDK for building those apps: React UI, Express server, Databricks..."},"evidence_pages":[{"url":"https://github.com/databricks/devhub","final_url":"https://github.com/databricks/devhub","title":"databricks/devhub repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:06.961219+00:00","bytes":10113,"raw_path":"1024ec2cf7d6b5f648e2d74744631e14d7f9b35701f1b41197a49b846c7e5923.json","content_hash":"bff54198b245f5f4c37710eab7eeb7208ad50f64eaaf5ce43d75a4a405fafe67","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/devhub Description: DevHub (databricks.com/devhub) is the developer site for building on Databricks. Language: TypeScript License: NOASSERTION Stars: 4 Forks: 5 Open issues: 0 Created: 2026-03-12T17:03:51Z Pushed: 2026-06-10T21:33:18Z Default branch: main Fork: no Archived: no README: DevHub **DevHub** is the home for developers building data and AI applications on Databricks. It is opinionated documentation and copy-paste-friendly templates so you—and your coding agents—can go from idea to deployed app in minutes not months. Why build on Databricks? Databricks brings **operational data**, **AI agents**, and **apps** together on one platform: **Lakebase** for Postgres that lives next to your lakehouse, **Agent Bricks** for governed, production-grade agents on your data, and **Databricks Apps** for secure, serverless frontends and APIs. DevHub is where we show you how those pieces fit into real workflows—not slides, but documentation and templates you can run. The easiest way to get started building on Databricks is **AppKit**. [AppKit](https://github.com/databricks/appkit) is the open-source TypeScript SDK for building those apps: React UI, Express server, Databricks..."}],"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":"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"},{"id":"6f5a54b8-2bb1-448c-a10d-55f5f9be1f3f","url":"https://onlylabs.fyi/signals/6f5a54b8-2bb1-448c-a10d-55f5f9be1f3f","source_url":"https://github.com/databricks/appkit","title":"databricks/appkit","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2025-12-05T09:39:45+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"}]}