{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/Ring","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/ac057179-0162-4ccd-b2ae-556a0f2de363","json_url":"https://onlylabs.fyi/signals/ac057179-0162-4ccd-b2ae-556a0f2de363/signal.json","generated_at":"2026-06-11T03:18:02.041445+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/ac057179-0162-4ccd-b2ae-556a0f2de363","signal_json":"https://onlylabs.fyi/signals/ac057179-0162-4ccd-b2ae-556a0f2de363/signal.json","source":"https://github.com/inclusionAI/Ring","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/Ring (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/Ring · language Python · New repo with moderate stars, solid but not major. 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/Ring","source_host":"github.com","occurred_at":"2025-03-28T12:44:30+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/Ring","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"110","source":"traction"},{"label":"Notability","value":"New repo with moderate stars, solid but not major","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"}],"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/Ring"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:02.041445+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ac057179-0162-4ccd-b2ae-556a0f2de363/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/ac057179-0162-4ccd-b2ae-556a0f2de363/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Ring","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/Ring\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Ring","text":"InclusionAI (Ant Group) published repo inclusionAI/Ring."},{"subject":"inclusionAI/Ring","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ring is classified as repo signal."},{"subject":"inclusionAI/Ring","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ring belongs to repos desk."},{"subject":"inclusionAI/Ring","predicate":"has context","object":"Python","text":"inclusionAI/Ring has context Python."},{"subject":"inclusionAI/Ring","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ring has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ring","predicate":"has captured page count","object":"1","text":"inclusionAI/Ring has captured page count 1."},{"subject":"inclusionAI/Ring","predicate":"has readable page count","object":"1","text":"inclusionAI/Ring has readable page count 1."},{"subject":"inclusionAI/Ring","predicate":"has related signal count","object":"6","text":"inclusionAI/Ring has related signal count 6."},{"subject":"inclusionAI/Ring","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/Ring 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/Ring","predicate":"has source host","object":"github.com","text":"inclusionAI/Ring has source host github.com."},{"subject":"inclusionAI/Ring","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ring has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ring","predicate":"has signal desk","object":"repos","text":"inclusionAI/Ring has signal desk repos."},{"subject":"inclusionAI/Ring","predicate":"has source host","object":"github.com","text":"inclusionAI/Ring has source host github.com."},{"subject":"inclusionAI/Ring","predicate":"has repository","object":"inclusionAI/Ring","text":"inclusionAI/Ring has repository inclusionAI/Ring."},{"subject":"inclusionAI/Ring","predicate":"has language","object":"Python","text":"inclusionAI/Ring has language Python."},{"subject":"inclusionAI/Ring","predicate":"has stars","object":"110","text":"inclusionAI/Ring has stars 110."},{"subject":"inclusionAI/Ring","predicate":"has notability","object":"New repo with moderate stars, solid but not major","text":"inclusionAI/Ring has notability New repo with moderate stars, solid but not major."},{"subject":"inclusionAI/Ring","predicate":"has watch term","object":"RL environments","text":"inclusionAI/Ring has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/Ring (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/Ring · language Python · New repo with moderate stars, solid but not major. 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/Ring","text":"InclusionAI (Ant Group) published repo inclusionAI/Ring."},{"subject":"inclusionAI/Ring","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ring is classified as repo signal."},{"subject":"inclusionAI/Ring","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ring belongs to repos desk."},{"subject":"inclusionAI/Ring","predicate":"has context","object":"Python","text":"inclusionAI/Ring has context Python."},{"subject":"inclusionAI/Ring","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ring has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ac057179-0162-4ccd-b2ae-556a0f2de363","url":"https://onlylabs.fyi/signals/ac057179-0162-4ccd-b2ae-556a0f2de363","json_url":"https://onlylabs.fyi/signals/ac057179-0162-4ccd-b2ae-556a0f2de363/signal.json","source_url":"https://github.com/inclusionAI/Ring","title":"inclusionAI/Ring","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":"2025-03-28T12:44:30+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/Ring"]},"facets":{"repo":"inclusionAI/Ring","language":"Python"},"traction":{"github_stars":110,"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/Ring","final_url":"https://github.com/inclusionAI/Ring","title":"inclusionAI/Ring repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:02.041445+00:00","bytes":11602,"raw_path":"ef3e1d925795d084cfa24df664bb219ec9ab58f79d69c758fc21cae900293e7c.json","content_hash":"8c0bdb77b5becf1418eb6a44ab0eab57634357201997f45fb6579b5cf1b3441e","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ring Description: Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling. Language: Python License: MIT Stars: 110 Forks: 2 Open issues: 2 Created: 2025-03-28T12:44:30Z Pushed: 2025-08-05T05:48:56Z Default branch: main Fork: no Archived: no README: Ring <p align=\"center\"> <img src=\"./figures/ant-bailing.png\" width=\"100\"/> <p> <p align=\"center\"> 🤗 <a href=\"https://huggingface.co/inclusionAI\">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href=\"https://modelscope.cn/organization/inclusionAI\">ModelScope</a> News * [2025-07]:🎉 Add [Ring-lite-2507](https://huggingface.co/inclusionAI/Ring-lite-2507) Model * [2025-06]:🎉 Add [Ring-lite](https://huggingface.co/inclusionAI/Ring-lite) Model * [2025-04]:🎉 Add [Ring-lite-linear-preview](hybrid_linear) Model Introduction Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from [Ling](https://github.com/inclusionAI/Ling). We introduce Ring-lite-distill-preview, which has 16.8 billion parameters with 2.75 billion activated parameters. This model demonstrates impressive reasoning performance compared to existing models in the industry. Model Downloads You can download the..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/Ring","final_url":"https://github.com/inclusionAI/Ring","title":"inclusionAI/Ring repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:02.041445+00:00","bytes":11602,"raw_path":"ef3e1d925795d084cfa24df664bb219ec9ab58f79d69c758fc21cae900293e7c.json","content_hash":"8c0bdb77b5becf1418eb6a44ab0eab57634357201997f45fb6579b5cf1b3441e","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ring Description: Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling. Language: Python License: MIT Stars: 110 Forks: 2 Open issues: 2 Created: 2025-03-28T12:44:30Z Pushed: 2025-08-05T05:48:56Z Default branch: main Fork: no Archived: no README: Ring <p align=\"center\"> <img src=\"./figures/ant-bailing.png\" width=\"100\"/> <p> <p align=\"center\"> 🤗 <a href=\"https://huggingface.co/inclusionAI\">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href=\"https://modelscope.cn/organization/inclusionAI\">ModelScope</a> News * [2025-07]:🎉 Add [Ring-lite-2507](https://huggingface.co/inclusionAI/Ring-lite-2507) Model * [2025-06]:🎉 Add [Ring-lite](https://huggingface.co/inclusionAI/Ring-lite) Model * [2025-04]:🎉 Add [Ring-lite-linear-preview](hybrid_linear) Model Introduction Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from [Ling](https://github.com/inclusionAI/Ling). We introduce Ring-lite-distill-preview, which has 16.8 billion parameters with 2.75 billion activated parameters. This model demonstrates impressive reasoning performance compared to existing models in the industry. Model Downloads You can download the..."}],"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"}]}