{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Release: OpenBMB/UltraRAG v0.2.1.2","description":"OpenBMB (MiniCPM) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/51b8548b-23b7-4c7e-9494-0b3e5b32eff5","json_url":"https://onlylabs.fyi/signals/51b8548b-23b7-4c7e-9494-0b3e5b32eff5/signal.json","generated_at":"2026-06-11T03:17:15.087691+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/51b8548b-23b7-4c7e-9494-0b3e5b32eff5","signal_json":"https://onlylabs.fyi/signals/51b8548b-23b7-4c7e-9494-0b3e5b32eff5/signal.json","source":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.2.1.2","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 v0.2.1.2 (OpenBMB/UltraRAG). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine minor version release · v0.2.1.2 Repository: OpenBMB/UltraRAG Tag: v0.2.1.2 Published: 2025-11-25T01:32:23Z Prerelease: no Release notes: Release date: 2025.11.25 Highlights This release.... 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/v0.2.1.2","source_host":"github.com","occurred_at":"2025-11-25T01:32:23+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":"v0.2.1.2","source":"source"},{"label":"Notability","value":"Routine minor version release","source":"signal"},{"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/OpenBMB/UltraRAG/releases/tag/v0.2.1.2"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:15.087691+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/51b8548b-23b7-4c7e-9494-0b3e5b32eff5/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/51b8548b-23b7-4c7e-9494-0b3e5b32eff5/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.2.1.2","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 v0.2.1.2\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/UltraRAG v0.2.1.2","text":"OpenBMB (MiniCPM) released OpenBMB/UltraRAG v0.2.1.2."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"is classified as","object":"release signal","text":"OpenBMB/UltraRAG v0.2.1.2 is classified as release signal."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"belongs to","object":"releases desk","text":"OpenBMB/UltraRAG v0.2.1.2 belongs to releases desk."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has context","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG v0.2.1.2 has context OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraRAG v0.2.1.2 has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has captured page count","object":"1","text":"OpenBMB/UltraRAG v0.2.1.2 has captured page count 1."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has readable page count","object":"1","text":"OpenBMB/UltraRAG v0.2.1.2 has readable page count 1."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has related signal count","object":"6","text":"OpenBMB/UltraRAG v0.2.1.2 has related signal count 6."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","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 v0.2.1.2 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 v0.2.1.2","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraRAG v0.2.1.2 has source host github.com."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/UltraRAG v0.2.1.2 has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has signal desk","object":"releases","text":"OpenBMB/UltraRAG v0.2.1.2 has signal desk releases."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraRAG v0.2.1.2 has source host github.com."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has repository","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG v0.2.1.2 has repository OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has release","object":"v0.2.1.2","text":"OpenBMB/UltraRAG v0.2.1.2 has release v0.2.1.2."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has notability","object":"Routine minor version release","text":"OpenBMB/UltraRAG v0.2.1.2 has notability Routine minor version release."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB/UltraRAG v0.2.1.2 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published OpenBMB/UltraRAG v0.2.1.2 (OpenBMB/UltraRAG). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine minor version release · v0.2.1.2 Repository: OpenBMB/UltraRAG Tag: v0.2.1.2 Published: 2025-11-25T01:32:23Z Prerelease: no Release notes: Release date: 2025.11.25 Highlights This release.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/UltraRAG v0.2.1.2","text":"OpenBMB (MiniCPM) released OpenBMB/UltraRAG v0.2.1.2."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"is classified as","object":"release signal","text":"OpenBMB/UltraRAG v0.2.1.2 is classified as release signal."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"belongs to","object":"releases desk","text":"OpenBMB/UltraRAG v0.2.1.2 belongs to releases desk."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has context","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG v0.2.1.2 has context OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG v0.2.1.2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraRAG v0.2.1.2 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"51b8548b-23b7-4c7e-9494-0b3e5b32eff5","url":"https://onlylabs.fyi/signals/51b8548b-23b7-4c7e-9494-0b3e5b32eff5","json_url":"https://onlylabs.fyi/signals/51b8548b-23b7-4c7e-9494-0b3e5b32eff5/signal.json","source_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.2.1.2","title":"OpenBMB/UltraRAG v0.2.1.2","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":"2025-11-25T01:32:23+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/v0.2.1.2"]},"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/v0.2.1.2","final_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.2.1.2","title":"OpenBMB/UltraRAG v0.2.1.2","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:15.087691+00:00","bytes":3377,"raw_path":"178b21fc1e5cd79f762560d74709915c338e410df68ad6b1f8462d8735a20b42.json","content_hash":"f685e48768b7ec66248a8d863c56a969371b1b959b004de69e3ff19a97016841","excerpt_chars":1200,"truncated":false,"excerpt":"v0.2.1.2 Repository: OpenBMB/UltraRAG Tag: v0.2.1.2 Published: 2025-11-25T01:32:23Z Prerelease: no Release notes: Release date: 2025.11.25 Highlights This release introduces a refreshed UltraRAG front-end UI, fixes several logical issues, and adds new ToolCall and PipelineCall capabilities for directly invoking UltraRAG tools or pipelines from your own code. The retriever server has been further optimized to support full deployment without repeated corpus/index initialization, significantly improving experimental efficiency. We also refine the GPU/CPU configuration logic for more stable and flexible retriever performance. What's Changed 1. Added full deployment support for the retriever server. by @mssssss123 #136 2. Updated the UltraRAG demo front-end interface. by @mssssss123 #139 3. Optimized GPU/CPU configuration logic for the retriever server. by @mssssss123 #142 4. Introduced new ToolCall and PipelineCall functionality. by @hm1229 @mssssss123 #143"},"evidence_pages":[{"url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.2.1.2","final_url":"https://github.com/OpenBMB/UltraRAG/releases/tag/v0.2.1.2","title":"OpenBMB/UltraRAG v0.2.1.2","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:15.087691+00:00","bytes":3377,"raw_path":"178b21fc1e5cd79f762560d74709915c338e410df68ad6b1f8462d8735a20b42.json","content_hash":"f685e48768b7ec66248a8d863c56a969371b1b959b004de69e3ff19a97016841","excerpt_chars":1200,"truncated":false,"excerpt":"v0.2.1.2 Repository: OpenBMB/UltraRAG Tag: v0.2.1.2 Published: 2025-11-25T01:32:23Z Prerelease: no Release notes: Release date: 2025.11.25 Highlights This release introduces a refreshed UltraRAG front-end UI, fixes several logical issues, and adds new ToolCall and PipelineCall capabilities for directly invoking UltraRAG tools or pipelines from your own code. The retriever server has been further optimized to support full deployment without repeated corpus/index initialization, significantly improving experimental efficiency. We also refine the GPU/CPU configuration logic for more stable and flexible retriever performance. What's Changed 1. Added full deployment support for the retriever server. by @mssssss123 #136 2. Updated the UltraRAG demo front-end interface. by @mssssss123 #139 3. Optimized GPU/CPU configuration logic for the retriever server. by @mssssss123 #142 4. Introduced new ToolCall and PipelineCall functionality. by @hm1229 @mssssss123 #143"}],"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"}]}