{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/BMPrinciples","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82","json_url":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82/signal.json","generated_at":"2026-06-11T03:20:44.886789+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/5348eddd-7517-43b3-9668-c7c701228b82","signal_json":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82/signal.json","source":"https://github.com/OpenBMB/BMPrinciples","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB/BMPrinciples. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/BMPrinciples · OpenBMB/BMPrinciples Description: A collection of phenomenons observed during the scaling of big foundation models, which may be developed into consensus, principles, or.... onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/OpenBMB/BMPrinciples","source_host":"github.com","occurred_at":"2023-05-10T13:24:03+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"OpenBMB/BMPrinciples","source":"source"},{"label":"Stars","value":"285","source":"traction"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/BMPrinciples"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:20:44.886789+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/BMPrinciples","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":null,"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 repo signal \"OpenBMB/BMPrinciples\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/BMPrinciples","text":"OpenBMB (MiniCPM) published repo OpenBMB/BMPrinciples."},{"subject":"OpenBMB/BMPrinciples","predicate":"is classified as","object":"repo signal","text":"OpenBMB/BMPrinciples is classified as repo signal."},{"subject":"OpenBMB/BMPrinciples","predicate":"belongs to","object":"repos desk","text":"OpenBMB/BMPrinciples belongs to repos desk."},{"subject":"OpenBMB/BMPrinciples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/BMPrinciples has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/BMPrinciples","predicate":"has captured page count","object":"1","text":"OpenBMB/BMPrinciples has captured page count 1."},{"subject":"OpenBMB/BMPrinciples","predicate":"has readable page count","object":"1","text":"OpenBMB/BMPrinciples has readable page count 1."},{"subject":"OpenBMB/BMPrinciples","predicate":"has related signal count","object":"6","text":"OpenBMB/BMPrinciples has related signal count 6."},{"subject":"OpenBMB/BMPrinciples","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"OpenBMB/BMPrinciples has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"OpenBMB/BMPrinciples","predicate":"has source host","object":"github.com","text":"OpenBMB/BMPrinciples has source host github.com."},{"subject":"OpenBMB/BMPrinciples","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/BMPrinciples has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/BMPrinciples","predicate":"has signal desk","object":"repos","text":"OpenBMB/BMPrinciples has signal desk repos."},{"subject":"OpenBMB/BMPrinciples","predicate":"has source host","object":"github.com","text":"OpenBMB/BMPrinciples has source host github.com."},{"subject":"OpenBMB/BMPrinciples","predicate":"has repository","object":"OpenBMB/BMPrinciples","text":"OpenBMB/BMPrinciples has repository OpenBMB/BMPrinciples."},{"subject":"OpenBMB/BMPrinciples","predicate":"has stars","object":"285","text":"OpenBMB/BMPrinciples has stars 285."},{"subject":"OpenBMB/BMPrinciples","predicate":"has watch term","object":"Data pipeline","text":"OpenBMB/BMPrinciples has watch term Data pipeline."},{"subject":"OpenBMB/BMPrinciples","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB/BMPrinciples has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/BMPrinciples. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/BMPrinciples · OpenBMB/BMPrinciples Description: A collection of phenomenons observed during the scaling of big foundation models, which may be developed into consensus, principles, or.... onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/BMPrinciples","text":"OpenBMB (MiniCPM) published repo OpenBMB/BMPrinciples."},{"subject":"OpenBMB/BMPrinciples","predicate":"is classified as","object":"repo signal","text":"OpenBMB/BMPrinciples is classified as repo signal."},{"subject":"OpenBMB/BMPrinciples","predicate":"belongs to","object":"repos desk","text":"OpenBMB/BMPrinciples belongs to repos desk."},{"subject":"OpenBMB/BMPrinciples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/BMPrinciples has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5348eddd-7517-43b3-9668-c7c701228b82","url":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82","json_url":"https://onlylabs.fyi/signals/5348eddd-7517-43b3-9668-c7c701228b82/signal.json","source_url":"https://github.com/OpenBMB/BMPrinciples","title":"OpenBMB/BMPrinciples","summary":"OpenBMB (MiniCPM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-05-10T13:24:03+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/BMPrinciples"]},"facets":{"repo":"OpenBMB/BMPrinciples"},"traction":{"github_stars":285,"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/BMPrinciples","final_url":"https://github.com/OpenBMB/BMPrinciples","title":"OpenBMB/BMPrinciples repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:44.886789+00:00","bytes":17285,"raw_path":"048efde42b6752640f805054997eeac3be1d100e1415308d5731003653755847.json","content_hash":"7ba584ebaacb6e587b7fa4cf80e61d6abdd9ab12c6732bd8a5123081cfb79ac0","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/BMPrinciples Description: A collection of phenomenons observed during the scaling of big foundation models, which may be developed into consensus, principles, or laws in the future License: MIT Stars: 285 Forks: 20 Open issues: 1 Created: 2023-05-10T13:24:03Z Pushed: 2023-08-13T09:08:36Z Default branch: main Fork: no Archived: no README: BM-Principles 🌟 The big models have proven their potential to lead to artificial general intelligence. However 😕, due to their rapid development, people have not fully grasped the principles of understanding and training big models. Therefore, in order to learn about big models together, we have decided to collect **new phenomena observed on the big models** and summarize them in this repository 📚 in the form of short entries. We hope this collection of phenomena observed during the scaling of big models may form future consensuses, principles, or patterns 📝. The repository focuses on two aspects: - **How**: How to train powerful big models? 🚀 - **What**: What properties are interesting for big models? 🤔 The repo is far from exclusive currently. Let's work together to improve it! 💪 How: how to train a powerful big model. 1...."},"evidence_pages":[{"url":"https://github.com/OpenBMB/BMPrinciples","final_url":"https://github.com/OpenBMB/BMPrinciples","title":"OpenBMB/BMPrinciples repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:44.886789+00:00","bytes":17285,"raw_path":"048efde42b6752640f805054997eeac3be1d100e1415308d5731003653755847.json","content_hash":"7ba584ebaacb6e587b7fa4cf80e61d6abdd9ab12c6732bd8a5123081cfb79ac0","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/BMPrinciples Description: A collection of phenomenons observed during the scaling of big foundation models, which may be developed into consensus, principles, or laws in the future License: MIT Stars: 285 Forks: 20 Open issues: 1 Created: 2023-05-10T13:24:03Z Pushed: 2023-08-13T09:08:36Z Default branch: main Fork: no Archived: no README: BM-Principles 🌟 The big models have proven their potential to lead to artificial general intelligence. However 😕, due to their rapid development, people have not fully grasped the principles of understanding and training big models. Therefore, in order to learn about big models together, we have decided to collect **new phenomena observed on the big models** and summarize them in this repository 📚 in the form of short entries. We hope this collection of phenomena observed during the scaling of big models may form future consensuses, principles, or patterns 📝. The repository focuses on two aspects: - **How**: How to train powerful big models? 🚀 - **What**: What properties are interesting for big models? 🤔 The repo is far from exclusive currently. Let's work together to improve it! 💪 How: how to train a powerful big model. 1...."}],"related_signals":[{"id":"f409d6eb-9f25-4cb4-8684-3c0300d920cb","url":"https://onlylabs.fyi/signals/f409d6eb-9f25-4cb4-8684-3c0300d920cb","source_url":"https://github.com/OpenBMB/AceBench","title":"OpenBMB/AceBench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-07T07:34:14+00:00","first_seen_at":"2026-06-08T07:00:32.626037+00:00","date_source":"source"},{"id":"09fa79c2-c357-4b35-9137-3382d7b781fe","url":"https://onlylabs.fyi/signals/09fa79c2-c357-4b35-9137-3382d7b781fe","source_url":"https://github.com/OpenBMB/PilotDeck","title":"OpenBMB/PilotDeck","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-22T06:50:28+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"7bb917a1-5397-4dea-9822-9e930c5c7be3","url":"https://onlylabs.fyi/signals/7bb917a1-5397-4dea-9822-9e930c5c7be3","source_url":"https://github.com/OpenBMB/MiniCPM-Desk-Pet","title":"OpenBMB/MiniCPM-Desk-Pet","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-18T13:08:37+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"f4e5394e-af13-4293-a2b4-89c6d0df2b54","url":"https://onlylabs.fyi/signals/f4e5394e-af13-4293-a2b4-89c6d0df2b54","source_url":"https://github.com/OpenBMB/Omni-DuplexEval","title":"OpenBMB/Omni-DuplexEval","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-15T09:44:36+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"3b4dec65-36de-4552-a00b-2c4920646acc","url":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc","source_url":"https://github.com/OpenBMB/ForgeTrain","title":"OpenBMB/ForgeTrain","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-14T08:01:19+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"dc2c1782-3073-4882-8dda-1887de471b5b","url":"https://onlylabs.fyi/signals/dc2c1782-3073-4882-8dda-1887de471b5b","source_url":"https://github.com/OpenBMB/voxcpm2-demopage","title":"OpenBMB/voxcpm2-demopage","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-04-06T06:59:02+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"}]}