{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Fork: databricks/knowledge-repo-dev","description":"Databricks (DBRX) fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20","json_url":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20/signal.json","generated_at":"2026-06-11T03:02:08.042323+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/8546ea2c-1240-49fc-9a68-db4371defd20","signal_json":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20/signal.json","source":"https://github.com/databricks/knowledge-repo-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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Databricks (DBRX) forked databricks/knowledge-repo-dev (forked from databricks/knowledge-repo). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo databricks/knowledge-repo-dev · parent databricks/knowledge-repo. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/databricks/knowledge-repo-dev","source_host":"github.com","occurred_at":"2024-06-30T19:29:05+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source","context":"forked from databricks/knowledge-repo"},"context_markers":[{"label":"Lab","value":"Databricks (DBRX)","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"databricks/knowledge-repo-dev","source":"source"},{"label":"Parent","value":"databricks/knowledge-repo","source":"source"},{"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/knowledge-repo-dev"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:02:08.042323+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20/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":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/knowledge-repo-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":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 fork signal \"databricks/knowledge-repo-dev\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"forked","object":"databricks/knowledge-repo-dev","text":"Databricks (DBRX) forked databricks/knowledge-repo-dev."},{"subject":"databricks/knowledge-repo-dev","predicate":"is classified as","object":"fork signal","text":"databricks/knowledge-repo-dev is classified as fork signal."},{"subject":"databricks/knowledge-repo-dev","predicate":"belongs to","object":"forks desk","text":"databricks/knowledge-repo-dev belongs to forks desk."},{"subject":"databricks/knowledge-repo-dev","predicate":"has context","object":"forked from databricks/knowledge-repo","text":"databricks/knowledge-repo-dev has context forked from databricks/knowledge-repo."},{"subject":"databricks/knowledge-repo-dev","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/knowledge-repo-dev has evidence coverage 1 captured evidence page."},{"subject":"databricks/knowledge-repo-dev","predicate":"has captured page count","object":"1","text":"databricks/knowledge-repo-dev has captured page count 1."},{"subject":"databricks/knowledge-repo-dev","predicate":"has readable page count","object":"1","text":"databricks/knowledge-repo-dev has readable page count 1."},{"subject":"databricks/knowledge-repo-dev","predicate":"has related signal count","object":"6","text":"databricks/knowledge-repo-dev has related signal count 6."},{"subject":"databricks/knowledge-repo-dev","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"databricks/knowledge-repo-dev has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"databricks/knowledge-repo-dev","predicate":"has source host","object":"github.com","text":"databricks/knowledge-repo-dev has source host github.com."},{"subject":"databricks/knowledge-repo-dev","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/knowledge-repo-dev has lab Databricks (DBRX)."},{"subject":"databricks/knowledge-repo-dev","predicate":"has signal desk","object":"forks","text":"databricks/knowledge-repo-dev has signal desk forks."},{"subject":"databricks/knowledge-repo-dev","predicate":"has source host","object":"github.com","text":"databricks/knowledge-repo-dev has source host github.com."},{"subject":"databricks/knowledge-repo-dev","predicate":"has repository","object":"databricks/knowledge-repo-dev","text":"databricks/knowledge-repo-dev has repository databricks/knowledge-repo-dev."},{"subject":"databricks/knowledge-repo-dev","predicate":"has parent","object":"databricks/knowledge-repo","text":"databricks/knowledge-repo-dev has parent databricks/knowledge-repo."},{"subject":"databricks/knowledge-repo-dev","predicate":"has watch term","object":"Infrastructure","text":"databricks/knowledge-repo-dev has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Databricks (DBRX) forked databricks/knowledge-repo-dev (forked from databricks/knowledge-repo). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo databricks/knowledge-repo-dev · parent databricks/knowledge-repo. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"forked","object":"databricks/knowledge-repo-dev","text":"Databricks (DBRX) forked databricks/knowledge-repo-dev."},{"subject":"databricks/knowledge-repo-dev","predicate":"is classified as","object":"fork signal","text":"databricks/knowledge-repo-dev is classified as fork signal."},{"subject":"databricks/knowledge-repo-dev","predicate":"belongs to","object":"forks desk","text":"databricks/knowledge-repo-dev belongs to forks desk."},{"subject":"databricks/knowledge-repo-dev","predicate":"has context","object":"forked from databricks/knowledge-repo","text":"databricks/knowledge-repo-dev has context forked from databricks/knowledge-repo."},{"subject":"databricks/knowledge-repo-dev","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/knowledge-repo-dev has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8546ea2c-1240-49fc-9a68-db4371defd20","url":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20","json_url":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20/signal.json","source_url":"https://github.com/databricks/knowledge-repo-dev","title":"databricks/knowledge-repo-dev","summary":"Databricks (DBRX) forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from databricks/knowledge-repo","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-06-30T19:29:05+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/knowledge-repo-dev"]},"facets":{"repo":"databricks/knowledge-repo-dev","parent":"databricks/knowledge-repo"},"traction":{"github_stars":0,"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/knowledge-repo-dev","final_url":"https://github.com/databricks/knowledge-repo-dev","title":"databricks/knowledge-repo-dev repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:08.042323+00:00","bytes":22847,"raw_path":"9866fd9da7d96fa35691b3653b4fd28cdd1adec534794cb176bc1cf38936494a.json","content_hash":"ce1901afee67325b4b8a8c1eaadf06dad4d3e16bf2a540ff2c552be07f3fc707","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/knowledge-repo-dev Description: A next-generation curated knowledge sharing platform for data scientists and other technical professions. License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2024-06-30T19:29:05Z Pushed: 2018-05-03T16:14:19Z Default branch: master Fork: yes Parent repository: databricks/knowledge-repo Archived: no README: Knowledge Repo [![PyPI](https://img.shields.io/pypi/status/knowledge-repo.svg)]() [![license](https://img.shields.io/github/license/airbnb/knowledge-repo.svg)]() [![PyPI version](https://badge.fury.io/py/knowledge-repo.svg)](https://badge.fury.io/py/knowledge-repo) [![Python](https://img.shields.io/pypi/pyversions/knowledge-repo.svg?maxAge=2592000)](https://pypi.python.org/pypi/knowledge-repo) [![Build Status](https://travis-ci.org/airbnb/knowledge-repo.svg?branch=master)](https://travis-ci.org/airbnb/knowledge-repo) [![Windows Build Status](https://ci.appveyor.com/api/projects/status/t88a27n099oqnbsw/branch/master?svg=true&pendingText=Windows%20build%20pending...&passingText=Windows%20build%20passing&failingText=Windows%20build%20failing)](https://ci.appveyor.com/project/matthewwardrop/knowledge-repo) The Knowledge Repo..."},"evidence_pages":[{"url":"https://github.com/databricks/knowledge-repo-dev","final_url":"https://github.com/databricks/knowledge-repo-dev","title":"databricks/knowledge-repo-dev repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:08.042323+00:00","bytes":22847,"raw_path":"9866fd9da7d96fa35691b3653b4fd28cdd1adec534794cb176bc1cf38936494a.json","content_hash":"ce1901afee67325b4b8a8c1eaadf06dad4d3e16bf2a540ff2c552be07f3fc707","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/knowledge-repo-dev Description: A next-generation curated knowledge sharing platform for data scientists and other technical professions. License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2024-06-30T19:29:05Z Pushed: 2018-05-03T16:14:19Z Default branch: master Fork: yes Parent repository: databricks/knowledge-repo Archived: no README: Knowledge Repo [![PyPI](https://img.shields.io/pypi/status/knowledge-repo.svg)]() [![license](https://img.shields.io/github/license/airbnb/knowledge-repo.svg)]() [![PyPI version](https://badge.fury.io/py/knowledge-repo.svg)](https://badge.fury.io/py/knowledge-repo) [![Python](https://img.shields.io/pypi/pyversions/knowledge-repo.svg?maxAge=2592000)](https://pypi.python.org/pypi/knowledge-repo) [![Build Status](https://travis-ci.org/airbnb/knowledge-repo.svg?branch=master)](https://travis-ci.org/airbnb/knowledge-repo) [![Windows Build Status](https://ci.appveyor.com/api/projects/status/t88a27n099oqnbsw/branch/master?svg=true&pendingText=Windows%20build%20pending...&passingText=Windows%20build%20passing&failingText=Windows%20build%20failing)](https://ci.appveyor.com/project/matthewwardrop/knowledge-repo) The Knowledge Repo..."}],"related_signals":[{"id":"3d3a6811-3202-4bc5-bfab-2a2a5cc1893d","url":"https://onlylabs.fyi/signals/3d3a6811-3202-4bc5-bfab-2a2a5cc1893d","source_url":"https://github.com/databricks/protoc-gen-jsonschema","title":"databricks/protoc-gen-jsonschema","context":"forked from chrusty/protoc-gen-jsonschema","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-11-26T14:05:47+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"c66e83ce-3905-4812-9049-582e92a350b0","url":"https://onlylabs.fyi/signals/c66e83ce-3905-4812-9049-582e92a350b0","source_url":"https://github.com/databricks/glibc_version_header","title":"databricks/glibc_version_header","context":"forked from wheybags/glibc_version_header","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-10-29T08:33:28+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"7d05cc8c-7690-49e6-b3a4-a042a7282d08","url":"https://onlylabs.fyi/signals/7d05cc8c-7690-49e6-b3a4-a042a7282d08","source_url":"https://github.com/databricks/rollout-operator","title":"databricks/rollout-operator","context":"forked from grafana/rollout-operator","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-03-26T17:29:26+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"a74417e8-d029-4bd8-a266-b37921469d8c","url":"https://onlylabs.fyi/signals/a74417e8-d029-4bd8-a266-b37921469d8c","source_url":"https://github.com/databricks/alertmanager","title":"databricks/alertmanager","context":"forked from prometheus/alertmanager","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-02-13T19:01:15+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"d3d298e4-6b18-4020-ab18-41d4bc41e254","url":"https://onlylabs.fyi/signals/d3d298e4-6b18-4020-ab18-41d4bc41e254","source_url":"https://github.com/databricks/bazel-remote","title":"databricks/bazel-remote","context":"forked from buchgr/bazel-remote","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-02-05T13:09:00+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"},{"id":"3489dd21-2d24-4753-b4fe-4cb60a8ae71b","url":"https://onlylabs.fyi/signals/3489dd21-2d24-4753-b4fe-4cb60a8ae71b","source_url":"https://github.com/databricks/vector","title":"databricks/vector","context":"forked from vectordotdev/vector","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2024-01-26T23:26:48+00:00","first_seen_at":"2026-06-05T22:32:24.372839+00:00","date_source":"source"}]}