{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/UltraX","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f","json_url":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f/signal.json","generated_at":"2026-07-26T18:48:13.063Z","evidence_latest_fetched_at":"2026-07-13T07:01:28.052036+00:00","signal_first_seen_at":"2026-07-13T07:00:44.421499+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/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f","signal_json":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f/signal.json","source":"https://github.com/OpenBMB/UltraX","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/UltraX (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/UltraX · language Python. 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/UltraX","source_host":"github.com","occurred_at":"2026-06-10T09:27:20+00:00","first_seen_at":"2026-07-13T07:00:44.421499+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/UltraX","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"12","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/UltraX"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-13T07:01:28.052036+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f/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/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/UltraX","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/UltraX\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/UltraX","text":"OpenBMB (MiniCPM) published repo OpenBMB/UltraX."},{"subject":"OpenBMB/UltraX","predicate":"is classified as","object":"repo signal","text":"OpenBMB/UltraX is classified as repo signal."},{"subject":"OpenBMB/UltraX","predicate":"belongs to","object":"repos desk","text":"OpenBMB/UltraX belongs to repos desk."},{"subject":"OpenBMB/UltraX","predicate":"has context","object":"Python","text":"OpenBMB/UltraX has context Python."},{"subject":"OpenBMB/UltraX","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraX has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/UltraX","predicate":"has captured page count","object":"1","text":"OpenBMB/UltraX has captured page count 1."},{"subject":"OpenBMB/UltraX","predicate":"has readable page count","object":"1","text":"OpenBMB/UltraX has readable page count 1."},{"subject":"OpenBMB/UltraX","predicate":"has related signal count","object":"6","text":"OpenBMB/UltraX has related signal count 6."},{"subject":"OpenBMB/UltraX","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/UltraX 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/UltraX","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraX has source host github.com."},{"subject":"OpenBMB/UltraX","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/UltraX has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/UltraX","predicate":"has signal desk","object":"repos","text":"OpenBMB/UltraX has signal desk repos."},{"subject":"OpenBMB/UltraX","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraX has source host github.com."},{"subject":"OpenBMB/UltraX","predicate":"has repository","object":"OpenBMB/UltraX","text":"OpenBMB/UltraX has repository OpenBMB/UltraX."},{"subject":"OpenBMB/UltraX","predicate":"has language","object":"Python","text":"OpenBMB/UltraX has language Python."},{"subject":"OpenBMB/UltraX","predicate":"has stars","object":"12","text":"OpenBMB/UltraX has stars 12."},{"subject":"OpenBMB/UltraX","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/UltraX has watch term Eval methodology."},{"subject":"OpenBMB/UltraX","predicate":"has watch term","object":"Model card","text":"OpenBMB/UltraX has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/UltraX (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/UltraX · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/UltraX","text":"OpenBMB (MiniCPM) published repo OpenBMB/UltraX."},{"subject":"OpenBMB/UltraX","predicate":"is classified as","object":"repo signal","text":"OpenBMB/UltraX is classified as repo signal."},{"subject":"OpenBMB/UltraX","predicate":"belongs to","object":"repos desk","text":"OpenBMB/UltraX belongs to repos desk."},{"subject":"OpenBMB/UltraX","predicate":"has context","object":"Python","text":"OpenBMB/UltraX has context Python."},{"subject":"OpenBMB/UltraX","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraX has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8fdcccd2-7cd9-4076-9bb8-40601bde1c5f","url":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f","json_url":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f/signal.json","source_url":"https://github.com/OpenBMB/UltraX","title":"OpenBMB/UltraX","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":"2026-06-10T09:27:20+00:00","first_seen_at":"2026-07-13T07:00:44.421499+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/UltraX"]},"facets":{"repo":"OpenBMB/UltraX","language":"Python"},"traction":{"github_stars":12,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/OpenBMB/UltraX","final_url":"https://github.com/OpenBMB/UltraX","title":"OpenBMB/UltraX repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-13T07:01:28.052036+00:00","bytes":17263,"raw_path":"065c8a680469e24bd1a6d013d8ca49da03fb0a995a196fe61fd9029d70ee1afb.json","content_hash":"9cbefe1773c167757f0edbc51ef1008bf99a97a769a9e78ddf13da0b2da24140","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/UltraX Language: Python License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2026-06-10T09:27:20Z Pushed: 2026-07-12T14:18:40Z Default branch: main Fork: no Archived: no README: UltraX: Refining Pre-Training Data at Scale with Adaptive Programmatic Editing 📜 Paper | 🤗 Datasets | 🤗 Models | 📦 UltraData Collection English | 中文 📚 Introduction **UltraX** is a function-calling refinement framework for large-scale pre-training data that adaptively generates and executes editing functions for efficient instance-wise refinement. Instead of relying on end-to-end text rewriting, UltraX trains a lightweight refinement model to predict structured editing operations — including insertion, deletion, and modification — which are then deterministically executed on the original text. ![UltraX Pipeline](./assets/ultrax_pipeline.png) **Key Features:** - **Complete Function Space:** Covers insertion (`add_line`), deletion (`remove_lines`, `remove_all`), and modification (`replace_str`), enabling fine-grained instance-level editing beyond delete-only approaches. - **Reliable Seed Supervision:** Uses expert LLM end-to-end refinement + LAM (Line Alignment and Mapping) + DCR..."},"evidence_pages":[],"related_signals":[{"id":"8070c75c-743b-4f3f-ac89-90d7ff10bd6b","url":"https://onlylabs.fyi/signals/8070c75c-743b-4f3f-ac89-90d7ff10bd6b","source_url":"https://github.com/OpenBMB/MiniCPM-Robot","title":"OpenBMB/MiniCPM-Robot","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-07-18T19:35:23+00:00","first_seen_at":"2026-07-19T07:00:43.508063+00:00","date_source":"source"},{"id":"db26ee44-62f8-4000-8e57-5491c9fb315c","url":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c","source_url":"https://github.com/OpenBMB/StaffDeck","title":"OpenBMB/StaffDeck","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-07-13T03:31:47+00:00","first_seen_at":"2026-07-16T07:01:34.560641+00:00","date_source":"source"},{"id":"8436400b-ce06-41e6-81dc-ff77f25e46ac","url":"https://onlylabs.fyi/signals/8436400b-ce06-41e6-81dc-ff77f25e46ac","source_url":"https://github.com/OpenBMB/SHIFT","title":"OpenBMB/SHIFT","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-20T04:39:19+00:00","first_seen_at":"2026-06-23T07:00:39.391996+00:00","date_source":"source"},{"id":"5f144222-cb1d-48a1-b11d-1d824580104f","url":"https://onlylabs.fyi/signals/5f144222-cb1d-48a1-b11d-1d824580104f","source_url":"https://github.com/OpenBMB/MA-ProofBench","title":"OpenBMB/MA-ProofBench","context":"Lean","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-10T09:48:54+00:00","first_seen_at":"2026-06-15T07:00:40.049849+00:00","date_source":"source"},{"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"}]}