{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Release: OpenBMB/UltraRAG v0.3.0","description":"OpenBMB (MiniCPM) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136","json_url":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136/signal.json","generated_at":"2026-06-11T03:17:14.328758+00:00","org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/openbmb","dossier_json_url":"https://onlylabs.fyi/labs/openbmb/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136","signal_json":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136/signal.json","source":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","lab_dossier":"https://onlylabs.fyi/labs/openbmb","lab_dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis":"https://onlylabs.fyi/analysis/openbmb","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB/UltraRAG v0.3.0 (OpenBMB/UltraRAG). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable release of popular RAG framework. · v0.3.0 Repository: OpenBMB/UltraRAG Tag: v0.3.0 Published: 2026-01-26T05:13:06Z Prerelease: no Release notes: Release date: 2026.1.23 Highlights Introducing UltraRAG.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","source_host":"github.com","occurred_at":"2026-01-26T05:13:06+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":"OpenBMB/UltraRAG"},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"OpenBMB/UltraRAG","source":"source"},{"label":"Release","value":"v0.3.0","source":"source"},{"label":"Notability","value":"Notable release of popular RAG framework.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/OpenBMB/UltraRAG/releases/tag/v0.3.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:14.328758+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136/signal.json","dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","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/a72dc460-30ee-442b-b385-50b186680136/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openbmb/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openbmb/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 OpenBMB (MiniCPM)'s release signal \"OpenBMB/UltraRAG v0.3.0\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/UltraRAG v0.3.0","text":"OpenBMB (MiniCPM) released OpenBMB/UltraRAG v0.3.0."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"is classified as","object":"release signal","text":"OpenBMB/UltraRAG v0.3.0 is classified as release signal."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"belongs to","object":"releases desk","text":"OpenBMB/UltraRAG v0.3.0 belongs to releases desk."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has context","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG v0.3.0 has context OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraRAG v0.3.0 has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has captured page count","object":"1","text":"OpenBMB/UltraRAG v0.3.0 has captured page count 1."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has readable page count","object":"1","text":"OpenBMB/UltraRAG v0.3.0 has readable page count 1."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has related signal count","object":"6","text":"OpenBMB/UltraRAG v0.3.0 has related signal count 6."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"OpenBMB/UltraRAG v0.3.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraRAG v0.3.0 has source host github.com."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/UltraRAG v0.3.0 has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has signal desk","object":"releases","text":"OpenBMB/UltraRAG v0.3.0 has signal desk releases."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraRAG v0.3.0 has source host github.com."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has repository","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG v0.3.0 has repository OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has release","object":"v0.3.0","text":"OpenBMB/UltraRAG v0.3.0 has release v0.3.0."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has notability","object":"Notable release of popular RAG framework.","text":"OpenBMB/UltraRAG v0.3.0 has notability Notable release of popular RAG framework.."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/UltraRAG v0.3.0 has watch term Eval methodology."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has watch term","object":"Data pipeline","text":"OpenBMB/UltraRAG v0.3.0 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published OpenBMB/UltraRAG v0.3.0 (OpenBMB/UltraRAG). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable release of popular RAG framework. · v0.3.0 Repository: OpenBMB/UltraRAG Tag: v0.3.0 Published: 2026-01-26T05:13:06Z Prerelease: no Release notes: Release date: 2026.1.23 Highlights Introducing UltraRAG.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/UltraRAG v0.3.0","text":"OpenBMB (MiniCPM) released OpenBMB/UltraRAG v0.3.0."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"is classified as","object":"release signal","text":"OpenBMB/UltraRAG v0.3.0 is classified as release signal."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"belongs to","object":"releases desk","text":"OpenBMB/UltraRAG v0.3.0 belongs to releases desk."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has context","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG v0.3.0 has context OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG v0.3.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraRAG v0.3.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a72dc460-30ee-442b-b385-50b186680136","url":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136","json_url":"https://onlylabs.fyi/signals/a72dc460-30ee-442b-b385-50b186680136/signal.json","source_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","title":"OpenBMB/UltraRAG v0.3.0","summary":"OpenBMB (MiniCPM) published release notes. onlylabs watches releases for what actually shipped.","context":"OpenBMB/UltraRAG","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-01-26T05:13:06+00:00","first_seen_at":"2026-06-05T20:58:51.434713+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/OpenBMB/UltraRAG/releases/tag/v0.3.0"]},"facets":{"repo":"OpenBMB/UltraRAG"},"traction":{"github_stars":null,"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/OpenBMB/UltraRAG/releases/tag/v0.3.0","final_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","title":"OpenBMB/UltraRAG v0.3.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:14.328758+00:00","bytes":9312,"raw_path":"9e6752a1924d2ef413c90782898e43aa9fff5733e2700e912ac6214a1dd75195.json","content_hash":"f28db8fbe7275d35fc281a4f5a8fee66d52da3df81a1e064285d03ccd92cf8ea","excerpt_chars":1200,"truncated":true,"excerpt":"v0.3.0 Repository: OpenBMB/UltraRAG Tag: v0.3.0 Published: 2026-01-26T05:13:06Z Prerelease: no Release notes: Release date: 2026.1.23 Highlights Introducing UltraRAG 3.0: Reject \"Black Box\" Development. Make Every Line of Inference Logic Visible! UltraRAG 3.0 solves the \"Last Mile\" problem in RAG development, developed by THUNLP, NEUIR, OpenBMB & AI9Stars. This release represents a significant milestone with **129 pull requests** merged, bringing major enhancements to functionality, UI/UX, and system stability. * WYSIWYG Pipeline Builder: From logic to prototype in seconds. Our dual-mode builder (Canvas + Code) syncs in real-time. Click \"Build\" and your static logic instantly becomes an interactive UI. No more boilerplate code! * Pixel-Level \"White-Box\" Visualization: Stop guessing. The \"Show Thinking\" panel visualizes the entire inference trajectory—loops, branches, and tool calls. Debug bad cases instantly by comparing retrieval chunks vs. model hallucinations. * Built-in AI Developer Assistant: Stuck on config? The embedded AI Assistant knows the framework inside out. Just use natural language to generate Pipeline configurations, optimize Prompts, or explain parameters. *..."},"evidence_pages":[{"url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","final_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.3.0","title":"OpenBMB/UltraRAG v0.3.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:14.328758+00:00","bytes":9312,"raw_path":"9e6752a1924d2ef413c90782898e43aa9fff5733e2700e912ac6214a1dd75195.json","content_hash":"f28db8fbe7275d35fc281a4f5a8fee66d52da3df81a1e064285d03ccd92cf8ea","excerpt_chars":1200,"truncated":true,"excerpt":"v0.3.0 Repository: OpenBMB/UltraRAG Tag: v0.3.0 Published: 2026-01-26T05:13:06Z Prerelease: no Release notes: Release date: 2026.1.23 Highlights Introducing UltraRAG 3.0: Reject \"Black Box\" Development. Make Every Line of Inference Logic Visible! UltraRAG 3.0 solves the \"Last Mile\" problem in RAG development, developed by THUNLP, NEUIR, OpenBMB & AI9Stars. This release represents a significant milestone with **129 pull requests** merged, bringing major enhancements to functionality, UI/UX, and system stability. * WYSIWYG Pipeline Builder: From logic to prototype in seconds. Our dual-mode builder (Canvas + Code) syncs in real-time. Click \"Build\" and your static logic instantly becomes an interactive UI. No more boilerplate code! * Pixel-Level \"White-Box\" Visualization: Stop guessing. The \"Show Thinking\" panel visualizes the entire inference trajectory—loops, branches, and tool calls. Debug bad cases instantly by comparing retrieval chunks vs. model hallucinations. * Built-in AI Developer Assistant: Stuck on config? The embedded AI Assistant knows the framework inside out. Just use natural language to generate Pipeline configurations, optimize Prompts, or explain parameters. *..."}],"related_signals":[{"id":"79b99986-f963-41ef-8c1c-e0aade1e6fe6","url":"https://onlylabs.fyi/signals/79b99986-f963-41ef-8c1c-e0aade1e6fe6","source_url":"https://github.com/OpenBMB/PilotDeck/releases/tag/v0.1.0","title":"OpenBMB/PilotDeck v0.1.0","context":"OpenBMB/PilotDeck","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-10T09:08:12+00:00","first_seen_at":"2026-06-10T09:18:53.348789+00:00","date_source":"source"},{"id":"6145f786-64e7-4466-9a37-e59cdcba6830","url":"https://onlylabs.fyi/signals/6145f786-64e7-4466-9a37-e59cdcba6830","source_url":"https://github.com/OpenBMB/MiniCPM-V-Apps/releases/tag/v2.3","title":"OpenBMB/MiniCPM-V-Apps v2.3","context":"OpenBMB/MiniCPM-V-Apps","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-05T16:35:31+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"13452602-0185-43f4-bd92-c1a3a624da64","url":"https://onlylabs.fyi/signals/13452602-0185-43f4-bd92-c1a3a624da64","source_url":"https://github.com/OpenBMB/MiniCPM-Desk-Pet/releases/tag/v0.7.3","title":"OpenBMB/MiniCPM-Desk-Pet v0.7.3","context":"OpenBMB/MiniCPM-Desk-Pet","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-28T14:08:06+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"3916a112-1c5b-4fbd-9e87-bc44f2504103","url":"https://onlylabs.fyi/signals/3916a112-1c5b-4fbd-9e87-bc44f2504103","source_url":"https://github.com/OpenBMB/MiniCPM-Desk-Pet/releases/tag/v0.7.2","title":"OpenBMB/MiniCPM-Desk-Pet v0.7.2","context":"OpenBMB/MiniCPM-Desk-Pet","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-26T14:55:28+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"1b469515-2f3b-4883-a3ed-2b55ae2555d0","url":"https://onlylabs.fyi/signals/1b469515-2f3b-4883-a3ed-2b55ae2555d0","source_url":"https://github.com/OpenBMB/MiniCPM/releases/tag/5.0","title":"OpenBMB/MiniCPM 5.0","context":"OpenBMB/MiniCPM","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-26T02:48:10+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"bb452cdf-8f4b-4c30-a762-fa6c251db013","url":"https://onlylabs.fyi/signals/bb452cdf-8f4b-4c30-a762-fa6c251db013","source_url":"https://github.com/OpenBMB/MiniCPM-V-Apps/releases/tag/harmonyos-v2.2","title":"OpenBMB/MiniCPM-V-Apps harmonyos-v2.2","context":"OpenBMB/MiniCPM-V-Apps","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-25T16:49:51+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"}]}