{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Repo: databricks/lilac","description":"Databricks (DBRX) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/1d010b03-b87e-4f61-b867-5015bbd3cb72","json_url":"https://onlylabs.fyi/signals/1d010b03-b87e-4f61-b867-5015bbd3cb72/signal.json","generated_at":"2026-06-11T04:08:06.128457+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/1d010b03-b87e-4f61-b867-5015bbd3cb72","signal_json":"https://onlylabs.fyi/signals/1d010b03-b87e-4f61-b867-5015bbd3cb72/signal.json","source":"https://github.com/databricks/lilac","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/lilac (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/lilac ยท language Python. 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/lilac","source_host":"github.com","occurred_at":"2023-03-23T21:19:10+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/lilac","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,071","source":"traction"},{"label":"Watch term","value":"Data pipeline","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/lilac"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:06.128457+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1d010b03-b87e-4f61-b867-5015bbd3cb72/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/1d010b03-b87e-4f61-b867-5015bbd3cb72/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/lilac","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/lilac\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/lilac","text":"Databricks (DBRX) published repo databricks/lilac."},{"subject":"databricks/lilac","predicate":"is classified as","object":"repo signal","text":"databricks/lilac is classified as repo signal."},{"subject":"databricks/lilac","predicate":"belongs to","object":"repos desk","text":"databricks/lilac belongs to repos desk."},{"subject":"databricks/lilac","predicate":"has context","object":"Python","text":"databricks/lilac has context Python."},{"subject":"databricks/lilac","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/lilac has evidence coverage 1 captured evidence page."},{"subject":"databricks/lilac","predicate":"has captured page count","object":"1","text":"databricks/lilac has captured page count 1."},{"subject":"databricks/lilac","predicate":"has readable page count","object":"1","text":"databricks/lilac has readable page count 1."},{"subject":"databricks/lilac","predicate":"has related signal count","object":"6","text":"databricks/lilac has related signal count 6."},{"subject":"databricks/lilac","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/lilac 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/lilac","predicate":"has source host","object":"github.com","text":"databricks/lilac has source host github.com."},{"subject":"databricks/lilac","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/lilac has lab Databricks (DBRX)."},{"subject":"databricks/lilac","predicate":"has signal desk","object":"repos","text":"databricks/lilac has signal desk repos."},{"subject":"databricks/lilac","predicate":"has source host","object":"github.com","text":"databricks/lilac has source host github.com."},{"subject":"databricks/lilac","predicate":"has repository","object":"databricks/lilac","text":"databricks/lilac has repository databricks/lilac."},{"subject":"databricks/lilac","predicate":"has language","object":"Python","text":"databricks/lilac has language Python."},{"subject":"databricks/lilac","predicate":"has stars","object":"1,071","text":"databricks/lilac has stars 1,071."},{"subject":"databricks/lilac","predicate":"has watch term","object":"Data pipeline","text":"databricks/lilac has watch term Data pipeline."},{"subject":"databricks/lilac","predicate":"has watch term","object":"Infrastructure","text":"databricks/lilac has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Databricks (DBRX) published databricks/lilac (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/lilac ยท language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published repo","object":"databricks/lilac","text":"Databricks (DBRX) published repo databricks/lilac."},{"subject":"databricks/lilac","predicate":"is classified as","object":"repo signal","text":"databricks/lilac is classified as repo signal."},{"subject":"databricks/lilac","predicate":"belongs to","object":"repos desk","text":"databricks/lilac belongs to repos desk."},{"subject":"databricks/lilac","predicate":"has context","object":"Python","text":"databricks/lilac has context Python."},{"subject":"databricks/lilac","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/lilac has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1d010b03-b87e-4f61-b867-5015bbd3cb72","url":"https://onlylabs.fyi/signals/1d010b03-b87e-4f61-b867-5015bbd3cb72","json_url":"https://onlylabs.fyi/signals/1d010b03-b87e-4f61-b867-5015bbd3cb72/signal.json","source_url":"https://github.com/databricks/lilac","title":"databricks/lilac","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":"2023-03-23T21:19:10+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/lilac"]},"facets":{"repo":"databricks/lilac","language":"Python"},"traction":{"github_stars":1071,"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/lilac","final_url":"https://github.com/databricks/lilac","title":"databricks/lilac repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:06.128457+00:00","bytes":17438,"raw_path":"16fdc77ae8095a4fe686594631427d711b2549ffc917f395ab966fd14c3dafb6.json","content_hash":"478902de850e24368422c28ddb4b11c5529f60d5ad8ceb660fed3b629adf298e","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/lilac Description: Curate better data for LLMs Language: Python License: Apache-2.0 Stars: 1071 Forks: 105 Open issues: 88 Created: 2023-03-23T21:19:10Z Pushed: 2024-03-19T12:41:30Z Default branch: main Fork: no Archived: yes README:

Lilac

Better data, better AI

๐Ÿ”— Try the Lilac web demo!

\"Site\" \"Discord\" \"License
Lilac

Better data, better AI

๐Ÿ”— Try the Lilac web demo!

\"Site\" \"Discord\" \"License