{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Writing: OpenBMB’s Events of 2022","description":"OpenBMB (MiniCPM) writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c","json_url":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c/signal.json","generated_at":"2026-06-08T15:46:44.554+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/09fde51c-4a39-445c-80d9-ba351294023c","signal_json":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c/signal.json","source":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------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/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB’s Events of 2022. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenBMB’s Events of 2022. We build BMSystem for training, tuning… | by OpenBMB | Medium Sign up Get app Sign up OpenBMB’s Events of 2022 4 min read Jan 6, 2023 -- Share.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","source_host":"medium.com","occurred_at":"2023-01-06T14:02:20+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"medium.com","source":"source"},{"label":"Author","value":"OpenBMB","source":"source"},{"label":"Watch term","value":"Infrastructure","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":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:46:44.554+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c/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/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","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/09fde51c-4a39-445c-80d9-ba351294023c/signal.json","required":true},{"label":"source","url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------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/talking/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 writing signal \"OpenBMB’s Events of 2022\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published","object":"OpenBMB’s Events of 2022","text":"OpenBMB (MiniCPM) published OpenBMB’s Events of 2022."},{"subject":"OpenBMB’s Events of 2022","predicate":"is classified as","object":"writing signal","text":"OpenBMB’s Events of 2022 is classified as writing signal."},{"subject":"OpenBMB’s Events of 2022","predicate":"belongs to","object":"talking desk","text":"OpenBMB’s Events of 2022 belongs to talking desk."},{"subject":"OpenBMB’s Events of 2022","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB’s Events of 2022 has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB’s Events of 2022","predicate":"has captured page count","object":"1","text":"OpenBMB’s Events of 2022 has captured page count 1."},{"subject":"OpenBMB’s Events of 2022","predicate":"has readable page count","object":"1","text":"OpenBMB’s Events of 2022 has readable page count 1."},{"subject":"OpenBMB’s Events of 2022","predicate":"has related signal count","object":"6","text":"OpenBMB’s Events of 2022 has related signal count 6."},{"subject":"OpenBMB’s Events of 2022","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"OpenBMB’s Events of 2022 has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"OpenBMB’s Events of 2022","predicate":"has source host","object":"medium.com","text":"OpenBMB’s Events of 2022 has source host medium.com."},{"subject":"OpenBMB’s Events of 2022","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB’s Events of 2022 has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB’s Events of 2022","predicate":"has signal desk","object":"talking","text":"OpenBMB’s Events of 2022 has signal desk talking."},{"subject":"OpenBMB’s Events of 2022","predicate":"has source host","object":"medium.com","text":"OpenBMB’s Events of 2022 has source host medium.com."},{"subject":"OpenBMB’s Events of 2022","predicate":"has author","object":"OpenBMB","text":"OpenBMB’s Events of 2022 has author OpenBMB."},{"subject":"OpenBMB’s Events of 2022","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB’s Events of 2022 has watch term Infrastructure."},{"subject":"OpenBMB’s Events of 2022","predicate":"has watch term","object":"Agents and tool use","text":"OpenBMB’s Events of 2022 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenBMB (MiniCPM) published OpenBMB’s Events of 2022. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenBMB’s Events of 2022. We build BMSystem for training, tuning… | by OpenBMB | Medium Sign up Get app Sign up OpenBMB’s Events of 2022 4 min read Jan 6, 2023 -- Share.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published","object":"OpenBMB’s Events of 2022","text":"OpenBMB (MiniCPM) published OpenBMB’s Events of 2022."},{"subject":"OpenBMB’s Events of 2022","predicate":"is classified as","object":"writing signal","text":"OpenBMB’s Events of 2022 is classified as writing signal."},{"subject":"OpenBMB’s Events of 2022","predicate":"belongs to","object":"talking desk","text":"OpenBMB’s Events of 2022 belongs to talking desk."},{"subject":"OpenBMB’s Events of 2022","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB’s Events of 2022 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"09fde51c-4a39-445c-80d9-ba351294023c","url":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c","json_url":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c/signal.json","source_url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","title":"OpenBMB’s Events of 2022","summary":"OpenBMB (MiniCPM) published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-01-06T14:02:20+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2"]},"facets":{},"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://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","final_url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","title":"OpenBMB’s Events of 2022","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:44.554+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB’s Events of 2022. We build BMSystem for training, tuning… | by OpenBMB | Medium Sign up Get app Sign up OpenBMB’s Events of 2022 4 min read Jan 6, 2023 -- Share We build BMSystem for training, tuning and inference of big model. We have built the capability system of big model step by step. We launched a series of full-process acceleration tools of big model, which includes three suites for training, tuning, and inference. The training suite includes the data collector BMData and the training engine BMTrain. The tuning suite includes the prompt learning tool OpenPrompt, the delta tuning tool OpenDelta, and Delta Center, the delta object sharing center Delta Center. The inference suite includes the high efficiency compression tool BMCook, and BMInf, a tool for efficient inference. OpenPrompt has gotten 2.2k+ stars on GitHub since its release, and other tools also got 1.3k+ stars altogether. Press enter or click to view image in full size We launch CPM-Live, Ant finished and Bee started. We launched CPM-Live, a live training for open-source big models, and the proposal was released on May 26th. The training of the first model CPM-Ant was officially launched on May 29th, which..."},"evidence_pages":[{"url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","final_url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","title":"OpenBMB’s Events of 2022","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:44.554+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB’s Events of 2022. We build BMSystem for training, tuning… | by OpenBMB | Medium Sign up Get app Sign up OpenBMB’s Events of 2022 4 min read Jan 6, 2023 -- Share We build BMSystem for training, tuning and inference of big model. We have built the capability system of big model step by step. We launched a series of full-process acceleration tools of big model, which includes three suites for training, tuning, and inference. The training suite includes the data collector BMData and the training engine BMTrain. The tuning suite includes the prompt learning tool OpenPrompt, the delta tuning tool OpenDelta, and Delta Center, the delta object sharing center Delta Center. The inference suite includes the high efficiency compression tool BMCook, and BMInf, a tool for efficient inference. OpenPrompt has gotten 2.2k+ stars on GitHub since its release, and other tools also got 1.3k+ stars altogether. Press enter or click to view image in full size We launch CPM-Live, Ant finished and Bee started. We launched CPM-Live, a live training for open-source big models, and the proposal was released on May 26th. The training of the first model CPM-Ant was officially launched on May 29th, which..."}],"related_signals":[{"id":"5fde82ff-1129-4549-ad43-d68e0d3e9cd7","url":"https://onlylabs.fyi/signals/5fde82ff-1129-4549-ad43-d68e0d3e9cd7","source_url":"https://medium.com/@openbmb/modelbest-adopts-the-llm-based-ai-agents-to-launch-chatdev-its-first-saas-product-fd70f3b969f7?source=rss-4a6e3e4a369a------2","title":"ModelBest Adopts the LLM-Based AI Agents to Launch ChatDev, its First SaaS Product","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-11-16T08:13:49+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"84e56102-8b61-4812-bb8e-855c64a8cdb8","url":"https://onlylabs.fyi/signals/84e56102-8b61-4812-bb8e-855c64a8cdb8","source_url":"https://medium.com/@openbmb/speak-and-draw-viscpm-sota-open-source-chinese-multimodal-large-model-76eb0829089d?source=rss-4a6e3e4a369a------2","title":"Speak and draw! VisCPM：SOTA Open-source Chinese Multimodal Large Model","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-07-15T14:31:28+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"517cebb3-71e9-41ae-ae8d-729eb080204f","url":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f","source_url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","title":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-06-17T14:32:06+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"988176c8-0624-493b-abf3-9b1d8370ae49","url":"https://onlylabs.fyi/signals/988176c8-0624-493b-abf3-9b1d8370ae49","source_url":"https://medium.com/@openbmb/finally-the-foundation-model-cpm-bee-is-open-sourced-now-3cf6a0017a50?source=rss-4a6e3e4a369a------2","title":"Finally! The foundation model CPM-Bee is open-sourced now!","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-05-30T13:28:37+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"3efbf08a-1453-4ee5-ad37-b440bf2907b2","url":"https://onlylabs.fyi/signals/3efbf08a-1453-4ee5-ad37-b440bf2907b2","source_url":"https://medium.com/@openbmb/still-waiting-for-openai-plugins-65b10d5e012c?source=rss-4a6e3e4a369a------2","title":"Still waiting for OpenAI plugins?","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-04-10T21:57:36+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"0f2ef59d-09d7-4472-a83e-4d01c7f525b9","url":"https://onlylabs.fyi/signals/0f2ef59d-09d7-4472-a83e-4d01c7f525b9","source_url":"https://medium.com/@openbmb/striking-the-strings-of-big-models-delta-tuning-results-featured-on-the-cover-of-a-nature-ba56c8c0f986?source=rss-4a6e3e4a369a------2","title":"Striking The Strings of Big Models | Delta Tuning Results Featured on The Cover of A Nature…","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-03-27T03:09:57+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"}]}