{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Repo: databricks/expectations","description":"Databricks (DBRX) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7021adea-533a-44f1-b467-3fa747fbb28b","json_url":"https://onlylabs.fyi/signals/7021adea-533a-44f1-b467-3fa747fbb28b/signal.json","generated_at":"2026-06-11T04:08:00.792755+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/7021adea-533a-44f1-b467-3fa747fbb28b","signal_json":"https://onlylabs.fyi/signals/7021adea-533a-44f1-b467-3fa747fbb28b/signal.json","source":"https://github.com/databricks/expectations","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/expectations (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/expectations · language Python · New repo by Databricks with low stars.. 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/expectations","source_host":"github.com","occurred_at":"2024-07-10T16:21:33+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source","context":"Python"},"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/expectations","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"8","source":"traction"},{"label":"Notability","value":"New repo by Databricks with low stars.","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/expectations"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:00.792755+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7021adea-533a-44f1-b467-3fa747fbb28b/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/7021adea-533a-44f1-b467-3fa747fbb28b/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/expectations","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/expectations\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/expectations","text":"Databricks (DBRX) published repo databricks/expectations."},{"subject":"databricks/expectations","predicate":"is classified as","object":"repo signal","text":"databricks/expectations is classified as repo signal."},{"subject":"databricks/expectations","predicate":"belongs to","object":"repos desk","text":"databricks/expectations belongs to repos desk."},{"subject":"databricks/expectations","predicate":"has context","object":"Python","text":"databricks/expectations has context Python."},{"subject":"databricks/expectations","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/expectations has evidence coverage 1 captured evidence page."},{"subject":"databricks/expectations","predicate":"has captured page count","object":"1","text":"databricks/expectations has captured page count 1."},{"subject":"databricks/expectations","predicate":"has readable page count","object":"1","text":"databricks/expectations has readable page count 1."},{"subject":"databricks/expectations","predicate":"has related signal count","object":"6","text":"databricks/expectations has related signal count 6."},{"subject":"databricks/expectations","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/expectations 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/expectations","predicate":"has source host","object":"github.com","text":"databricks/expectations has source host github.com."},{"subject":"databricks/expectations","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/expectations has lab Databricks (DBRX)."},{"subject":"databricks/expectations","predicate":"has signal desk","object":"repos","text":"databricks/expectations has signal desk repos."},{"subject":"databricks/expectations","predicate":"has source host","object":"github.com","text":"databricks/expectations has source host github.com."},{"subject":"databricks/expectations","predicate":"has repository","object":"databricks/expectations","text":"databricks/expectations has repository databricks/expectations."},{"subject":"databricks/expectations","predicate":"has language","object":"Python","text":"databricks/expectations has language Python."},{"subject":"databricks/expectations","predicate":"has stars","object":"8","text":"databricks/expectations has stars 8."},{"subject":"databricks/expectations","predicate":"has notability","object":"New repo by Databricks with low stars.","text":"databricks/expectations has notability New repo by Databricks with low stars.."},{"subject":"databricks/expectations","predicate":"has watch term","object":"Infrastructure","text":"databricks/expectations has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Databricks (DBRX) published databricks/expectations (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo databricks/expectations · language Python · New repo by Databricks with low stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/expectations","text":"Databricks (DBRX) published repo databricks/expectations."},{"subject":"databricks/expectations","predicate":"is classified as","object":"repo signal","text":"databricks/expectations is classified as repo signal."},{"subject":"databricks/expectations","predicate":"belongs to","object":"repos desk","text":"databricks/expectations belongs to repos desk."},{"subject":"databricks/expectations","predicate":"has context","object":"Python","text":"databricks/expectations has context Python."},{"subject":"databricks/expectations","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/expectations has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7021adea-533a-44f1-b467-3fa747fbb28b","url":"https://onlylabs.fyi/signals/7021adea-533a-44f1-b467-3fa747fbb28b","json_url":"https://onlylabs.fyi/signals/7021adea-533a-44f1-b467-3fa747fbb28b/signal.json","source_url":"https://github.com/databricks/expectations","title":"databricks/expectations","summary":"Databricks (DBRX) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-07-10T16:21:33+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/expectations"]},"facets":{"repo":"databricks/expectations","language":"Python"},"traction":{"github_stars":8,"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/expectations","final_url":"https://github.com/databricks/expectations","title":"databricks/expectations repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:00.792755+00:00","bytes":9245,"raw_path":"ade4221cbc28cf5111d3d5de19629c7825899a6281ca46d5ca5d83519ec5b7f2.json","content_hash":"66052b859b873392d60a425d8c0faa06288cf149094cddf64f7436169d6652d4","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/expectations Language: Python Stars: 8 Forks: 2 Open issues: 6 Created: 2024-07-10T16:21:33Z Pushed: 2025-09-18T23:23:18Z Default branch: main Fork: no Archived: no README: Freshness Monitoring Note: This feature is in [Beta preview](https://docs.databricks.com/aws/en/admin/workspace-settings/manage-previews#preview-lifecycle). To try it, reach out to your Databricks contact or lakehouse-monitoring-feedback@databricks.com for more information. Expectation The software and other materials included in this repo (\"Copyrighted Materials\") are protected by US and international copyright laws and are the property of Databricks, Inc. The Copyrighted Materials are not provided under a license for public or third-party use. Accordingly, you may not access, use, copy, modify, publish, and/or distribute the Copyrighted Materials unless you have received prior written authorization or a license from Databricks to do so. This library is subject to the preview terms. You will not, and you will not permit your Authorized Users to, copy, modify, disassemble, decompile, reverse engineer, or attempt to view or discover the source code of the private preview, in whole or in part...."},"evidence_pages":[{"url":"https://github.com/databricks/expectations","final_url":"https://github.com/databricks/expectations","title":"databricks/expectations repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:00.792755+00:00","bytes":9245,"raw_path":"ade4221cbc28cf5111d3d5de19629c7825899a6281ca46d5ca5d83519ec5b7f2.json","content_hash":"66052b859b873392d60a425d8c0faa06288cf149094cddf64f7436169d6652d4","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/expectations Language: Python Stars: 8 Forks: 2 Open issues: 6 Created: 2024-07-10T16:21:33Z Pushed: 2025-09-18T23:23:18Z Default branch: main Fork: no Archived: no README: Freshness Monitoring Note: This feature is in [Beta preview](https://docs.databricks.com/aws/en/admin/workspace-settings/manage-previews#preview-lifecycle). To try it, reach out to your Databricks contact or lakehouse-monitoring-feedback@databricks.com for more information. Expectation The software and other materials included in this repo (\"Copyrighted Materials\") are protected by US and international copyright laws and are the property of Databricks, Inc. The Copyrighted Materials are not provided under a license for public or third-party use. Accordingly, you may not access, use, copy, modify, publish, and/or distribute the Copyrighted Materials unless you have received prior written authorization or a license from Databricks to do so. This library is subject to the preview terms. You will not, and you will not permit your Authorized Users to, copy, modify, disassemble, decompile, reverse engineer, or attempt to view or discover the source code of the private preview, in whole or in part...."}],"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"}]}