{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/Ming-UniVision","description":"InclusionAI (Ant Group) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046","json_url":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046/signal.json","generated_at":"2026-06-11T03:17:59.449184+00:00","org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/inclusionai","dossier_json_url":"https://onlylabs.fyi/labs/inclusionai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046","signal_json":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046/signal.json","source":"https://github.com/inclusionAI/Ming-UniVision","lab_dossier":"https://onlylabs.fyi/labs/inclusionai","lab_dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis":"https://onlylabs.fyi/analysis/inclusionai","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/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":"InclusionAI (Ant Group) published inclusionAI/Ming-UniVision (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/Ming-UniVision · language Python · New vision repo with modest traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/inclusionAI/Ming-UniVision","source_host":"github.com","occurred_at":"2025-09-30T11:36:01+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"inclusionAI/Ming-UniVision","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"143","source":"traction"},{"label":"Notability","value":"New vision repo with modest traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/inclusionAI/Ming-UniVision"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:59.449184+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046/signal.json","dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/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/c6871fec-1659-486a-9d05-b6979d42f046/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Ming-UniVision","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/inclusionai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/inclusionai/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 InclusionAI (Ant Group)'s repo signal \"inclusionAI/Ming-UniVision\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Ming-UniVision","text":"InclusionAI (Ant Group) published repo inclusionAI/Ming-UniVision."},{"subject":"inclusionAI/Ming-UniVision","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ming-UniVision is classified as repo signal."},{"subject":"inclusionAI/Ming-UniVision","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ming-UniVision belongs to repos desk."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has context","object":"Python","text":"inclusionAI/Ming-UniVision has context Python."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ming-UniVision has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has captured page count","object":"1","text":"inclusionAI/Ming-UniVision has captured page count 1."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has readable page count","object":"1","text":"inclusionAI/Ming-UniVision has readable page count 1."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has related signal count","object":"6","text":"inclusionAI/Ming-UniVision has related signal count 6."},{"subject":"inclusionAI/Ming-UniVision","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":"inclusionAI/Ming-UniVision 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":"inclusionAI/Ming-UniVision","predicate":"has source host","object":"github.com","text":"inclusionAI/Ming-UniVision has source host github.com."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ming-UniVision has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has signal desk","object":"repos","text":"inclusionAI/Ming-UniVision has signal desk repos."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has source host","object":"github.com","text":"inclusionAI/Ming-UniVision has source host github.com."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has repository","object":"inclusionAI/Ming-UniVision","text":"inclusionAI/Ming-UniVision has repository inclusionAI/Ming-UniVision."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has language","object":"Python","text":"inclusionAI/Ming-UniVision has language Python."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has stars","object":"143","text":"inclusionAI/Ming-UniVision has stars 143."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has notability","object":"New vision repo with modest traction","text":"inclusionAI/Ming-UniVision has notability New vision repo with modest traction."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Ming-UniVision has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/Ming-UniVision (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/Ming-UniVision · language Python · New vision repo with modest traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Ming-UniVision","text":"InclusionAI (Ant Group) published repo inclusionAI/Ming-UniVision."},{"subject":"inclusionAI/Ming-UniVision","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ming-UniVision is classified as repo signal."},{"subject":"inclusionAI/Ming-UniVision","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ming-UniVision belongs to repos desk."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has context","object":"Python","text":"inclusionAI/Ming-UniVision has context Python."},{"subject":"inclusionAI/Ming-UniVision","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ming-UniVision has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c6871fec-1659-486a-9d05-b6979d42f046","url":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046","json_url":"https://onlylabs.fyi/signals/c6871fec-1659-486a-9d05-b6979d42f046/signal.json","source_url":"https://github.com/inclusionAI/Ming-UniVision","title":"inclusionAI/Ming-UniVision","summary":"InclusionAI (Ant Group) 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":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2025-09-30T11:36:01+00:00","first_seen_at":"2026-06-05T22:32:24.915565+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/inclusionAI/Ming-UniVision"]},"facets":{"repo":"inclusionAI/Ming-UniVision","language":"Python"},"traction":{"github_stars":143,"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/inclusionAI/Ming-UniVision","final_url":"https://github.com/inclusionAI/Ming-UniVision","title":"inclusionAI/Ming-UniVision repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:59.449184+00:00","bytes":30180,"raw_path":"9c3a67c81def58bf0800934db2571d446662a2a4180b5abbbdc16b7736c3ded9.json","content_hash":"b13eda07fe06a3842bc873d55e24d2125020f33aa166e0720d670c9d60462b5f","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ming-UniVision Description: Code release for Ming-UniVision: Joint Image Understanding and Geneation with a Continuous Unified Tokenizer Language: Python License: MIT Stars: 143 Forks: 5 Open issues: 4 Created: 2025-09-30T11:36:01Z Pushed: 2025-10-14T13:38:52Z Default branch: main Fork: no Archived: no README: Ming-UniVision: Joint Image Understanding and Geneation with a Continuous Unified Tokenizer <p align=\"center\"> <img src=\"./figures/ant-bailing.png\" width=\"100\"/> <p> <p align=\"center\">📄 <a href=\"https://arxiv.org/pdf/2510.06590\">Technical Report</a> | 📖<a href=\"https://inclusionai.github.io/blog/mingtok/\">Project Page</a> ｜🤗 <a href=\"https://huggingface.co/inclusionAI/Ming-UniVision-16B-A3B\">Hugging Face</a>｜ 🤖 <a href=\"https://www.modelscope.cn/models/inclusionAI/Ming-UniVision-16B-A3B\">ModelScope</a></p> 🌍 Introduction 🌐 Ming-UniVision is a groundbreaking multimodal large language model (MLLM) that unifies vision understanding, generation, and editing within a single autoregressive next-token prediction (NTP) framework, powered by MingTok — the first continuous, unified visual tokenizer. By eliminating discrete quantization and leveraging a shared..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/Ming-UniVision","final_url":"https://github.com/inclusionAI/Ming-UniVision","title":"inclusionAI/Ming-UniVision repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:59.449184+00:00","bytes":30180,"raw_path":"9c3a67c81def58bf0800934db2571d446662a2a4180b5abbbdc16b7736c3ded9.json","content_hash":"b13eda07fe06a3842bc873d55e24d2125020f33aa166e0720d670c9d60462b5f","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ming-UniVision Description: Code release for Ming-UniVision: Joint Image Understanding and Geneation with a Continuous Unified Tokenizer Language: Python License: MIT Stars: 143 Forks: 5 Open issues: 4 Created: 2025-09-30T11:36:01Z Pushed: 2025-10-14T13:38:52Z Default branch: main Fork: no Archived: no README: Ming-UniVision: Joint Image Understanding and Geneation with a Continuous Unified Tokenizer <p align=\"center\"> <img src=\"./figures/ant-bailing.png\" width=\"100\"/> <p> <p align=\"center\">📄 <a href=\"https://arxiv.org/pdf/2510.06590\">Technical Report</a> | 📖<a href=\"https://inclusionai.github.io/blog/mingtok/\">Project Page</a> ｜🤗 <a href=\"https://huggingface.co/inclusionAI/Ming-UniVision-16B-A3B\">Hugging Face</a>｜ 🤖 <a href=\"https://www.modelscope.cn/models/inclusionAI/Ming-UniVision-16B-A3B\">ModelScope</a></p> 🌍 Introduction 🌐 Ming-UniVision is a groundbreaking multimodal large language model (MLLM) that unifies vision understanding, generation, and editing within a single autoregressive next-token prediction (NTP) framework, powered by MingTok — the first continuous, unified visual tokenizer. By eliminating discrete quantization and leveraging a shared..."}],"related_signals":[{"id":"275d30a7-26c0-4331-8e3b-fcc34b6af9ef","url":"https://onlylabs.fyi/signals/275d30a7-26c0-4331-8e3b-fcc34b6af9ef","source_url":"https://github.com/inclusionAI/ARGenSeg","title":"inclusionAI/ARGenSeg","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-14T15:36:42+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"1817732d-ce18-4e4f-a139-c3fb5e507a49","url":"https://onlylabs.fyi/signals/1817732d-ce18-4e4f-a139-c3fb5e507a49","source_url":"https://github.com/inclusionAI/DR-Venus","title":"inclusionAI/DR-Venus","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-20T09:31:31+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"9a21494b-5ba2-424e-87c9-16abaf1356a3","url":"https://onlylabs.fyi/signals/9a21494b-5ba2-424e-87c9-16abaf1356a3","source_url":"https://github.com/inclusionAI/LLaDA2.0-Uni","title":"inclusionAI/LLaDA2.0-Uni","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-17T08:48:24+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"de8b40c9-261c-48b6-a3c5-5012b2eb971b","url":"https://onlylabs.fyi/signals/de8b40c9-261c-48b6-a3c5-5012b2eb971b","source_url":"https://github.com/inclusionAI/TC-AE","title":"inclusionAI/TC-AE","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-07T09:26:43+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"f4b1629a-a734-48e8-be6b-7f9e4b5525b6","url":"https://onlylabs.fyi/signals/f4b1629a-a734-48e8-be6b-7f9e4b5525b6","source_url":"https://github.com/inclusionAI/cuLA","title":"inclusionAI/cuLA","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-02T07:05:32+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"42164c78-e9e2-4639-b3d1-59d6b3e133e4","url":"https://onlylabs.fyi/signals/42164c78-e9e2-4639-b3d1-59d6b3e133e4","source_url":"https://github.com/inclusionAI/Zooming-without-Zooming","title":"inclusionAI/Zooming-without-Zooming","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-02-12T08:14:14+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"}]}