{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Fork: databricks/YCSB","description":"Databricks (DBRX) fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6fa42bc4-f7a6-4f87-aafb-3f6f39105809","json_url":"https://onlylabs.fyi/signals/6fa42bc4-f7a6-4f87-aafb-3f6f39105809/signal.json","generated_at":"2026-06-11T03:10:27.735169+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/6fa42bc4-f7a6-4f87-aafb-3f6f39105809","signal_json":"https://onlylabs.fyi/signals/6fa42bc4-f7a6-4f87-aafb-3f6f39105809/signal.json","source":"https://github.com/databricks/YCSB","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/YCSB (forked from brianfrankcooper/YCSB). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo databricks/YCSB · parent brianfrankcooper/YCSB. 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/YCSB","source_host":"github.com","occurred_at":"2018-08-25T12:50:42+00:00","first_seen_at":"2026-06-06T01:50:05.877387+00:00","date_source":"source","context":"forked from brianfrankcooper/YCSB"},"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/YCSB","source":"source"},{"label":"Parent","value":"brianfrankcooper/YCSB","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/YCSB"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:10:27.735169+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6fa42bc4-f7a6-4f87-aafb-3f6f39105809/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/6fa42bc4-f7a6-4f87-aafb-3f6f39105809/signal.json","required":true},{"label":"source","url":"https://github.com/databricks/YCSB","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/YCSB\" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"forked","object":"databricks/YCSB","text":"Databricks (DBRX) forked databricks/YCSB."},{"subject":"databricks/YCSB","predicate":"is classified as","object":"fork signal","text":"databricks/YCSB is classified as fork signal."},{"subject":"databricks/YCSB","predicate":"belongs to","object":"forks desk","text":"databricks/YCSB belongs to forks desk."},{"subject":"databricks/YCSB","predicate":"has context","object":"forked from brianfrankcooper/YCSB","text":"databricks/YCSB has context forked from brianfrankcooper/YCSB."},{"subject":"databricks/YCSB","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/YCSB has evidence coverage 1 captured evidence page."},{"subject":"databricks/YCSB","predicate":"has captured page count","object":"1","text":"databricks/YCSB has captured page count 1."},{"subject":"databricks/YCSB","predicate":"has readable page count","object":"1","text":"databricks/YCSB has readable page count 1."},{"subject":"databricks/YCSB","predicate":"has related signal count","object":"6","text":"databricks/YCSB has related signal count 6."},{"subject":"databricks/YCSB","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/YCSB 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/YCSB","predicate":"has source host","object":"github.com","text":"databricks/YCSB has source host github.com."},{"subject":"databricks/YCSB","predicate":"has lab","object":"Databricks (DBRX)","text":"databricks/YCSB has lab Databricks (DBRX)."},{"subject":"databricks/YCSB","predicate":"has signal desk","object":"forks","text":"databricks/YCSB has signal desk forks."},{"subject":"databricks/YCSB","predicate":"has source host","object":"github.com","text":"databricks/YCSB has source host github.com."},{"subject":"databricks/YCSB","predicate":"has repository","object":"databricks/YCSB","text":"databricks/YCSB has repository databricks/YCSB."},{"subject":"databricks/YCSB","predicate":"has parent","object":"brianfrankcooper/YCSB","text":"databricks/YCSB has parent brianfrankcooper/YCSB."},{"subject":"databricks/YCSB","predicate":"has watch term","object":"Eval methodology","text":"databricks/YCSB has watch term Eval methodology."},{"subject":"databricks/YCSB","predicate":"has watch term","object":"Safety and alignment","text":"databricks/YCSB has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"forks","answer":"Databricks (DBRX) forked databricks/YCSB (forked from brianfrankcooper/YCSB). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo databricks/YCSB · parent brianfrankcooper/YCSB. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"forked","object":"databricks/YCSB","text":"Databricks (DBRX) forked databricks/YCSB."},{"subject":"databricks/YCSB","predicate":"is classified as","object":"fork signal","text":"databricks/YCSB is classified as fork signal."},{"subject":"databricks/YCSB","predicate":"belongs to","object":"forks desk","text":"databricks/YCSB belongs to forks desk."},{"subject":"databricks/YCSB","predicate":"has context","object":"forked from brianfrankcooper/YCSB","text":"databricks/YCSB has context forked from brianfrankcooper/YCSB."},{"subject":"databricks/YCSB","predicate":"has evidence coverage","object":"1 captured evidence page","text":"databricks/YCSB has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6fa42bc4-f7a6-4f87-aafb-3f6f39105809","url":"https://onlylabs.fyi/signals/6fa42bc4-f7a6-4f87-aafb-3f6f39105809","json_url":"https://onlylabs.fyi/signals/6fa42bc4-f7a6-4f87-aafb-3f6f39105809/signal.json","source_url":"https://github.com/databricks/YCSB","title":"databricks/YCSB","summary":"Databricks (DBRX) forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from brianfrankcooper/YCSB","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2018-08-25T12:50:42+00:00","first_seen_at":"2026-06-06T01:50:05.877387+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/YCSB"]},"facets":{"repo":"databricks/YCSB","parent":"brianfrankcooper/YCSB"},"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/YCSB","final_url":"https://github.com/databricks/YCSB","title":"databricks/YCSB repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:10:27.735169+00:00","bytes":22450,"raw_path":"1b5feeafc64757034f1197c1c3c8a5650c5f97f0265e097eb5288609e734d813.json","content_hash":"e906b7b86107530af0ef0553383745be71c6c9893dce6dd23e5c290c49099887","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/YCSB Description: Yahoo! Cloud Serving Benchmark Language: Java License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2018-08-25T12:50:42Z Pushed: 2024-04-15T19:24:54Z Default branch: master Fork: yes Parent repository: brianfrankcooper/YCSB Archived: no README: <!-- Copyright (c) 2010 Yahoo! Inc., 2012 - 2016 YCSB contributors. All rights reserved. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. See accompanying LICENSE file. --> YCSB ==================================== [![Build Status](https://travis-ci.org/brianfrankcooper/YCSB.png?branch=master)](https://travis-ci.org/brianfrankcooper/YCSB) Links ----- * To get here, use https://ycsb.site * [Our project..."},"evidence_pages":[{"url":"https://github.com/databricks/YCSB","final_url":"https://github.com/databricks/YCSB","title":"databricks/YCSB repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:10:27.735169+00:00","bytes":22450,"raw_path":"1b5feeafc64757034f1197c1c3c8a5650c5f97f0265e097eb5288609e734d813.json","content_hash":"e906b7b86107530af0ef0553383745be71c6c9893dce6dd23e5c290c49099887","excerpt_chars":1200,"truncated":true,"excerpt":"databricks/YCSB Description: Yahoo! Cloud Serving Benchmark Language: Java License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2018-08-25T12:50:42Z Pushed: 2024-04-15T19:24:54Z Default branch: master Fork: yes Parent repository: brianfrankcooper/YCSB Archived: no README: <!-- Copyright (c) 2010 Yahoo! Inc., 2012 - 2016 YCSB contributors. All rights reserved. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. See accompanying LICENSE file. --> YCSB ==================================== [![Build Status](https://travis-ci.org/brianfrankcooper/YCSB.png?branch=master)](https://travis-ci.org/brianfrankcooper/YCSB) Links ----- * To get here, use https://ycsb.site * [Our project..."}],"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":"8546ea2c-1240-49fc-9a68-db4371defd20","url":"https://onlylabs.fyi/signals/8546ea2c-1240-49fc-9a68-db4371defd20","source_url":"https://github.com/databricks/knowledge-repo-dev","title":"databricks/knowledge-repo-dev","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"},{"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"}]}