{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Model: openbmb/Trident-Train","description":"OpenBMB (MiniCPM) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/258f7dbc-8569-4264-9eec-f519b947443f","json_url":"https://onlylabs.fyi/signals/258f7dbc-8569-4264-9eec-f519b947443f/signal.json","generated_at":"2026-10-12T19:56:25.493Z","evidence_latest_fetched_at":"2026-10-12T07:20:36.349+00:00","signal_first_seen_at":"2026-10-12T07:20:09.281551+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/258f7dbc-8569-4264-9eec-f519b947443f","signal_json":"https://onlylabs.fyi/signals/258f7dbc-8569-4264-9eec-f519b947443f/signal.json","source":"https://huggingface.co/openbmb/Trident-Train","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/Trident-Train. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 0 HF downloads · OpenBMB release, likely notable but no traction data. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/openbmb/Trident-Train","source_host":"huggingface.co","occurred_at":"2026-10-12T04:16:06+00:00","first_seen_at":"2026-10-12T07:20:09.281551+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Downloads","value":"0","source":"traction"},{"label":"Likes","value":"1","source":"traction"},{"label":"Notability","value":"OpenBMB release, likely notable but no traction data","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":0,"capture_methods":["failed"],"missing_page_urls":["https://huggingface.co/openbmb/Trident-Train/raw/main/README.md"],"failed_page_urls":["https://huggingface.co/openbmb/Trident-Train/raw/main/README.md"],"blocked_page_urls":[],"page_urls":["https://huggingface.co/openbmb/Trident-Train/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-12T07:20:36.349+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/258f7dbc-8569-4264-9eec-f519b947443f/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 shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model 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/258f7dbc-8569-4264-9eec-f519b947443f/signal.json","required":true},{"label":"source","url":"https://huggingface.co/openbmb/Trident-Train","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":false},{"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 model signal \"openbmb/Trident-Train\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published model","object":"openbmb/Trident-Train","text":"OpenBMB (MiniCPM) published model openbmb/Trident-Train."},{"subject":"openbmb/Trident-Train","predicate":"is classified as","object":"model signal","text":"openbmb/Trident-Train is classified as model signal."},{"subject":"openbmb/Trident-Train","predicate":"belongs to","object":"releases desk","text":"openbmb/Trident-Train belongs to releases desk."},{"subject":"openbmb/Trident-Train","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openbmb/Trident-Train has evidence coverage 1 captured evidence page."},{"subject":"openbmb/Trident-Train","predicate":"has captured page count","object":"1","text":"openbmb/Trident-Train has captured page count 1."},{"subject":"openbmb/Trident-Train","predicate":"has readable page count","object":"0","text":"openbmb/Trident-Train has readable page count 0."},{"subject":"openbmb/Trident-Train","predicate":"has related signal count","object":"6","text":"openbmb/Trident-Train has related signal count 6."},{"subject":"openbmb/Trident-Train","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/Trident-Train has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"openbmb/Trident-Train","predicate":"has source host","object":"huggingface.co","text":"openbmb/Trident-Train has source host huggingface.co."},{"subject":"openbmb/Trident-Train","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"openbmb/Trident-Train has lab OpenBMB (MiniCPM)."},{"subject":"openbmb/Trident-Train","predicate":"has signal desk","object":"releases","text":"openbmb/Trident-Train has signal desk releases."},{"subject":"openbmb/Trident-Train","predicate":"has source host","object":"huggingface.co","text":"openbmb/Trident-Train has source host huggingface.co."},{"subject":"openbmb/Trident-Train","predicate":"has downloads","object":"0","text":"openbmb/Trident-Train has downloads 0."},{"subject":"openbmb/Trident-Train","predicate":"has likes","object":"1","text":"openbmb/Trident-Train has likes 1."},{"subject":"openbmb/Trident-Train","predicate":"has notability","object":"OpenBMB release, likely notable but no traction data","text":"openbmb/Trident-Train has notability OpenBMB release, likely notable but no traction data."},{"subject":"openbmb/Trident-Train","predicate":"has watch term","object":"Model card","text":"openbmb/Trident-Train has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published openbmb/Trident-Train. 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