{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Release: OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","description":"OpenBMB (MiniCPM) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/cce6b9d8-dd38-474c-b666-6c57f42c1009","json_url":"https://onlylabs.fyi/signals/cce6b9d8-dd38-474c-b666-6c57f42c1009/signal.json","generated_at":"2026-06-11T03:17:13.873538+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/cce6b9d8-dd38-474c-b666-6c57f42c1009","signal_json":"https://onlylabs.fyi/signals/cce6b9d8-dd38-474c-b666-6c57f42c1009/signal.json","source":"https://github.com/OpenBMB/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120","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/SOAR-Toolkit fa-v2.8.3-sm120 (OpenBMB/SOAR-Toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, no notable traction. · Flash Attention 2.8.3 for Blackwell (sm_120) Repository: OpenBMB/SOAR-Toolkit Tag: fa-v2.8.3-sm120 Published: 2026-03-09T09:06:37Z Prerelease: no Release notes: none.... 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/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120","source_host":"github.com","occurred_at":"2026-03-09T09:06:37+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":"OpenBMB/SOAR-Toolkit"},"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/SOAR-Toolkit","source":"source"},{"label":"Release","value":"Flash Attention 2.8.3 for Blackwell (sm_120)","source":"source"},{"label":"Notability","value":"Routine version release, no notable traction.","source":"signal"}],"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/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:13.873538+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cce6b9d8-dd38-474c-b666-6c57f42c1009/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/cce6b9d8-dd38-474c-b666-6c57f42c1009/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120","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/SOAR-Toolkit fa-v2.8.3-sm120\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","text":"OpenBMB (MiniCPM) released OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"is classified as","object":"release signal","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 is classified as release signal."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"belongs to","object":"releases desk","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 belongs to releases desk."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has context","object":"OpenBMB/SOAR-Toolkit","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has context OpenBMB/SOAR-Toolkit."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has captured page count","object":"1","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has captured page count 1."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has readable page count","object":"1","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has readable page count 1."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has related signal count","object":"6","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has related signal count 6."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","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/SOAR-Toolkit fa-v2.8.3-sm120 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has source host","object":"github.com","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has source host github.com."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has signal desk","object":"releases","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has signal desk releases."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has source host","object":"github.com","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has source host github.com."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has repository","object":"OpenBMB/SOAR-Toolkit","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has repository OpenBMB/SOAR-Toolkit."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has release","object":"Flash Attention 2.8.3 for Blackwell (sm_120)","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has release Flash Attention 2.8.3 for Blackwell (sm_120)."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has notability","object":"Routine version release, no notable traction.","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has notability Routine version release, no notable traction.."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 (OpenBMB/SOAR-Toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, no notable traction. · Flash Attention 2.8.3 for Blackwell (sm_120) Repository: OpenBMB/SOAR-Toolkit Tag: fa-v2.8.3-sm120 Published: 2026-03-09T09:06:37Z Prerelease: no Release notes: none.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","text":"OpenBMB (MiniCPM) released OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"is classified as","object":"release signal","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 is classified as release signal."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"belongs to","object":"releases desk","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 belongs to releases desk."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has context","object":"OpenBMB/SOAR-Toolkit","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has context OpenBMB/SOAR-Toolkit."},{"subject":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cce6b9d8-dd38-474c-b666-6c57f42c1009","url":"https://onlylabs.fyi/signals/cce6b9d8-dd38-474c-b666-6c57f42c1009","json_url":"https://onlylabs.fyi/signals/cce6b9d8-dd38-474c-b666-6c57f42c1009/signal.json","source_url":"https://github.com/OpenBMB/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120","title":"OpenBMB/SOAR-Toolkit fa-v2.8.3-sm120","summary":"OpenBMB (MiniCPM) published release notes. onlylabs watches releases for what actually shipped.","context":"OpenBMB/SOAR-Toolkit","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-03-09T09:06:37+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/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120"]},"facets":{"repo":"OpenBMB/SOAR-Toolkit"},"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/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120","final_url":"https://github.com/OpenBMB/SOAR-Toolkit/releases/tag/fa-v2.8.3-sm120","title":"OpenBMB/SOAR-Toolkit 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(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 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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"}]}