{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Release: OpenBMB/BMTrain v1.0.0","description":"OpenBMB (MiniCPM) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/bae527e1-3f05-4b85-9657-ecd4df979012","json_url":"https://onlylabs.fyi/signals/bae527e1-3f05-4b85-9657-ecd4df979012/signal.json","generated_at":"2026-06-11T03:17:16.038077+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/bae527e1-3f05-4b85-9657-ecd4df979012","signal_json":"https://onlylabs.fyi/signals/bae527e1-3f05-4b85-9657-ecd4df979012/signal.json","source":"https://github.com/OpenBMB/BMTrain/releases/tag/v1.0.0","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/BMTrain v1.0.0 (OpenBMB/BMTrain). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: BMTrain v1.0.0 Repository: OpenBMB/BMTrain Tag: v1.0.0 Published: 2024-02-26T05:37:11Z Prerelease: no Release notes: What's Changed * Using pytorch's hook mechanism to.... 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/BMTrain/releases/tag/v1.0.0","source_host":"github.com","occurred_at":"2024-02-26T05:37:11+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":"OpenBMB/BMTrain"},"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/BMTrain","source":"source"},{"label":"Release","value":"BMTrain v1.0.0","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/BMTrain/releases/tag/v1.0.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:16.038077+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bae527e1-3f05-4b85-9657-ecd4df979012/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/bae527e1-3f05-4b85-9657-ecd4df979012/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/BMTrain/releases/tag/v1.0.0","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/BMTrain v1.0.0\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/BMTrain v1.0.0","text":"OpenBMB (MiniCPM) released OpenBMB/BMTrain v1.0.0."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"is classified as","object":"release signal","text":"OpenBMB/BMTrain v1.0.0 is classified as release signal."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"belongs to","object":"releases desk","text":"OpenBMB/BMTrain v1.0.0 belongs to releases desk."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has context","object":"OpenBMB/BMTrain","text":"OpenBMB/BMTrain v1.0.0 has context OpenBMB/BMTrain."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/BMTrain v1.0.0 has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has captured page count","object":"1","text":"OpenBMB/BMTrain v1.0.0 has captured page count 1."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has readable page count","object":"1","text":"OpenBMB/BMTrain v1.0.0 has readable page count 1."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has related signal count","object":"6","text":"OpenBMB/BMTrain v1.0.0 has related signal count 6."},{"subject":"OpenBMB/BMTrain v1.0.0","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/BMTrain v1.0.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has source host","object":"github.com","text":"OpenBMB/BMTrain v1.0.0 has source host github.com."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/BMTrain v1.0.0 has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has signal desk","object":"releases","text":"OpenBMB/BMTrain v1.0.0 has signal desk releases."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has source host","object":"github.com","text":"OpenBMB/BMTrain v1.0.0 has source host github.com."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has repository","object":"OpenBMB/BMTrain","text":"OpenBMB/BMTrain v1.0.0 has repository OpenBMB/BMTrain."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has release","object":"BMTrain v1.0.0","text":"OpenBMB/BMTrain v1.0.0 has release BMTrain v1.0.0."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published OpenBMB/BMTrain v1.0.0 (OpenBMB/BMTrain). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: BMTrain v1.0.0 Repository: OpenBMB/BMTrain Tag: v1.0.0 Published: 2024-02-26T05:37:11Z Prerelease: no Release notes: What's Changed * Using pytorch's hook mechanism to.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/BMTrain v1.0.0","text":"OpenBMB (MiniCPM) released OpenBMB/BMTrain v1.0.0."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"is classified as","object":"release signal","text":"OpenBMB/BMTrain v1.0.0 is classified as release signal."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"belongs to","object":"releases desk","text":"OpenBMB/BMTrain v1.0.0 belongs to releases desk."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has context","object":"OpenBMB/BMTrain","text":"OpenBMB/BMTrain v1.0.0 has context OpenBMB/BMTrain."},{"subject":"OpenBMB/BMTrain v1.0.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/BMTrain v1.0.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bae527e1-3f05-4b85-9657-ecd4df979012","url":"https://onlylabs.fyi/signals/bae527e1-3f05-4b85-9657-ecd4df979012","json_url":"https://onlylabs.fyi/signals/bae527e1-3f05-4b85-9657-ecd4df979012/signal.json","source_url":"https://github.com/OpenBMB/BMTrain/releases/tag/v1.0.0","title":"OpenBMB/BMTrain v1.0.0","summary":"OpenBMB (MiniCPM) published release notes. onlylabs watches releases for what actually shipped.","context":"OpenBMB/BMTrain","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB 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https://github.com/OpenBMB/BMTrain/compare/0.2.3...1.0.0"},"evidence_pages":[{"url":"https://github.com/OpenBMB/BMTrain/releases/tag/v1.0.0","final_url":"https://github.com/OpenBMB/BMTrain/releases/tag/v1.0.0","title":"OpenBMB/BMTrain v1.0.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:16.038077+00:00","bytes":13832,"raw_path":"4073d14bb625caa4fd37a7bb48493b8319e3ea1b6808df5ad683e454df5f2977.json","content_hash":"46ad4b824db5ff75e1114e9288079cb735672569f8f7497839280ed83b8ce703","excerpt_chars":1200,"truncated":false,"excerpt":"BMTrain v1.0.0 Repository: OpenBMB/BMTrain Tag: v1.0.0 Published: 2024-02-26T05:37:11Z Prerelease: no Release notes: What's Changed * Using pytorch's hook mechanism to refactor ZeRO, checkpoint, pipeline, communication implementation by @zkh2016 in #128 #159 * Add Bf16 support by @Achazwl in #136 * Tensor parallel implementation by @Achazwl @zkh2016 @MayDomine in #153 * Async save state_dict by @zkh2016 in #171 * `AdamOffloadOptimizer` can save whole gathered state by @MayDomine in #184 * New test for new version BMTrain by @Achazwl @JerryYin777 @MayDomine **Full Changelog**: https://github.com/OpenBMB/BMTrain/compare/0.2.3...1.0.0"}],"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 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