{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/ForgeTrain","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc","json_url":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc/signal.json","generated_at":"2026-06-11T02:42:09.175116+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/3b4dec65-36de-4552-a00b-2c4920646acc","signal_json":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc/signal.json","source":"https://github.com/OpenBMB/ForgeTrain","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/ForgeTrain (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/ForgeTrain · language Python · New repo, moderate stars.. 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/ForgeTrain","source_host":"github.com","occurred_at":"2026-05-14T08:01:19+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":"Python"},"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/ForgeTrain","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"225","source":"traction"},{"label":"Notability","value":"New repo, moderate stars.","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/OpenBMB/ForgeTrain"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:09.175116+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc/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/3b4dec65-36de-4552-a00b-2c4920646acc/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/ForgeTrain","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/ForgeTrain\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/ForgeTrain","text":"OpenBMB (MiniCPM) published repo OpenBMB/ForgeTrain."},{"subject":"OpenBMB/ForgeTrain","predicate":"is classified as","object":"repo signal","text":"OpenBMB/ForgeTrain is classified as repo signal."},{"subject":"OpenBMB/ForgeTrain","predicate":"belongs to","object":"repos desk","text":"OpenBMB/ForgeTrain belongs to repos desk."},{"subject":"OpenBMB/ForgeTrain","predicate":"has context","object":"Python","text":"OpenBMB/ForgeTrain has context Python."},{"subject":"OpenBMB/ForgeTrain","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/ForgeTrain has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/ForgeTrain","predicate":"has captured page count","object":"1","text":"OpenBMB/ForgeTrain has captured page count 1."},{"subject":"OpenBMB/ForgeTrain","predicate":"has readable page count","object":"1","text":"OpenBMB/ForgeTrain has readable page count 1."},{"subject":"OpenBMB/ForgeTrain","predicate":"has related signal count","object":"6","text":"OpenBMB/ForgeTrain has related signal count 6."},{"subject":"OpenBMB/ForgeTrain","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/ForgeTrain 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/ForgeTrain","predicate":"has source host","object":"github.com","text":"OpenBMB/ForgeTrain has source host github.com."},{"subject":"OpenBMB/ForgeTrain","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/ForgeTrain has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/ForgeTrain","predicate":"has signal desk","object":"repos","text":"OpenBMB/ForgeTrain has signal desk repos."},{"subject":"OpenBMB/ForgeTrain","predicate":"has source host","object":"github.com","text":"OpenBMB/ForgeTrain has source host github.com."},{"subject":"OpenBMB/ForgeTrain","predicate":"has repository","object":"OpenBMB/ForgeTrain","text":"OpenBMB/ForgeTrain has repository OpenBMB/ForgeTrain."},{"subject":"OpenBMB/ForgeTrain","predicate":"has language","object":"Python","text":"OpenBMB/ForgeTrain has language Python."},{"subject":"OpenBMB/ForgeTrain","predicate":"has stars","object":"225","text":"OpenBMB/ForgeTrain has stars 225."},{"subject":"OpenBMB/ForgeTrain","predicate":"has notability","object":"New repo, moderate stars.","text":"OpenBMB/ForgeTrain has notability New repo, moderate stars.."},{"subject":"OpenBMB/ForgeTrain","predicate":"has watch term","object":"Data pipeline","text":"OpenBMB/ForgeTrain has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/ForgeTrain (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/ForgeTrain · language Python · New repo, moderate stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/ForgeTrain","text":"OpenBMB (MiniCPM) published repo OpenBMB/ForgeTrain."},{"subject":"OpenBMB/ForgeTrain","predicate":"is classified as","object":"repo signal","text":"OpenBMB/ForgeTrain is classified as repo signal."},{"subject":"OpenBMB/ForgeTrain","predicate":"belongs to","object":"repos desk","text":"OpenBMB/ForgeTrain belongs to repos desk."},{"subject":"OpenBMB/ForgeTrain","predicate":"has context","object":"Python","text":"OpenBMB/ForgeTrain has context Python."},{"subject":"OpenBMB/ForgeTrain","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/ForgeTrain has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3b4dec65-36de-4552-a00b-2c4920646acc","url":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc","json_url":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc/signal.json","source_url":"https://github.com/OpenBMB/ForgeTrain","title":"OpenBMB/ForgeTrain","summary":"OpenBMB (MiniCPM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","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","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/ForgeTrain"]},"facets":{"repo":"OpenBMB/ForgeTrain","language":"Python"},"traction":{"github_stars":225,"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/ForgeTrain","final_url":"https://github.com/OpenBMB/ForgeTrain","title":"OpenBMB/ForgeTrain repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:09.175116+00:00","bytes":19949,"raw_path":"d20a13f1f3a1739fb49ca80c92aee3b4a51de34dd1c37c4236d975d6bf2326c4.json","content_hash":"c65864252f4feee36e9bb469cf3e17824464bd597815ea47d904dd7b393f766a","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/ForgeTrain Language: Python License: Apache-2.0 Stars: 224 Forks: 21 Open issues: 2 Created: 2026-05-14T08:01:19Z Pushed: 2026-05-26T13:15:23Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"./assets/logo.png\" alt=\"ForgeTrain\" width=\"90%\"> </p> ForgeTrain An LLM Pretraining Framework Built End-to-End by an Autonomous Agent Loop + a matching Harness scaffolding *(coming soon)* **🤖 100% AI-Authored · 🚀 44.13% MFU on H100 · 📈 +10% over Megatron-LM · ✅ Production-Validated** [English](./README.md) | [中文](./README_zh.md) --- > **An LLM pretraining framework written end-to-end by an AI Agent Loop with zero human edits — plus the Harness that produced the pretraining framework *(coming soon)*.** > > **Current release: v0.1.0** (NVIDIA H100 · MiniCPM4-0.5B / MiniCPM4-8B training frameworks; matching Harness *coming soon*) --- ✨ Highlights - 🤖 **100% Agent-Loop Authored** — the entire framework produced by an AI Agent running in auto-loop mode, with zero manual edits - 🔄 **Self-Diagnosing Agent Loop** — read reference → implement → launch job → parse logs → root-cause → patch → pass gate → commit, fully autonomous - 🚀 **44.13% MFU on H100** —..."},"evidence_pages":[{"url":"https://github.com/OpenBMB/ForgeTrain","final_url":"https://github.com/OpenBMB/ForgeTrain","title":"OpenBMB/ForgeTrain repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:09.175116+00:00","bytes":19949,"raw_path":"d20a13f1f3a1739fb49ca80c92aee3b4a51de34dd1c37c4236d975d6bf2326c4.json","content_hash":"c65864252f4feee36e9bb469cf3e17824464bd597815ea47d904dd7b393f766a","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/ForgeTrain Language: Python License: Apache-2.0 Stars: 224 Forks: 21 Open issues: 2 Created: 2026-05-14T08:01:19Z Pushed: 2026-05-26T13:15:23Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"./assets/logo.png\" alt=\"ForgeTrain\" width=\"90%\"> </p> ForgeTrain An LLM Pretraining Framework Built End-to-End by an Autonomous Agent Loop + a matching Harness scaffolding *(coming soon)* **🤖 100% AI-Authored · 🚀 44.13% MFU on H100 · 📈 +10% over Megatron-LM · ✅ Production-Validated** [English](./README.md) | [中文](./README_zh.md) --- > **An LLM pretraining framework written end-to-end by an AI Agent Loop with zero human edits — plus the Harness that produced the pretraining framework *(coming soon)*.** > > **Current release: v0.1.0** (NVIDIA H100 · MiniCPM4-0.5B / MiniCPM4-8B training frameworks; matching Harness *coming soon*) --- ✨ Highlights - 🤖 **100% Agent-Loop Authored** — the entire framework produced by an AI Agent running in auto-loop mode, with zero manual edits - 🔄 **Self-Diagnosing Agent Loop** — read reference → implement → launch job → parse logs → root-cause → patch → pass gate → commit, fully autonomous - 🚀 **44.13% MFU on H100** —..."}],"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":"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"},{"id":"368d3595-28dc-4e13-bef4-121ad12e773d","url":"https://onlylabs.fyi/signals/368d3595-28dc-4e13-bef4-121ad12e773d","source_url":"https://github.com/OpenBMB/ClawXMemory","title":"OpenBMB/ClawXMemory","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-03-27T08:28:13+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"}]}