{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/Ling","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/c66fface-d24e-4eda-bb46-50d62195e380","json_url":"https://onlylabs.fyi/signals/c66fface-d24e-4eda-bb46-50d62195e380/signal.json","generated_at":"2026-06-11T03:18:02.664687+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/c66fface-d24e-4eda-bb46-50d62195e380","signal_json":"https://onlylabs.fyi/signals/c66fface-d24e-4eda-bb46-50d62195e380/signal.json","source":"https://github.com/inclusionAI/Ling","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/Ling (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/Ling · language Python · New language model repo with 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/inclusionAI/Ling","source_host":"github.com","occurred_at":"2025-02-19T07:17:18+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/Ling","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"258","source":"traction"},{"label":"Notability","value":"New language model repo with moderate stars","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"}],"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/Ling"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:02.664687+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c66fface-d24e-4eda-bb46-50d62195e380/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/c66fface-d24e-4eda-bb46-50d62195e380/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Ling","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/Ling\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Ling","text":"InclusionAI (Ant Group) published repo inclusionAI/Ling."},{"subject":"inclusionAI/Ling","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ling is classified as repo signal."},{"subject":"inclusionAI/Ling","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ling belongs to repos desk."},{"subject":"inclusionAI/Ling","predicate":"has context","object":"Python","text":"inclusionAI/Ling has context Python."},{"subject":"inclusionAI/Ling","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ling","predicate":"has captured page count","object":"1","text":"inclusionAI/Ling has captured page count 1."},{"subject":"inclusionAI/Ling","predicate":"has readable page count","object":"1","text":"inclusionAI/Ling has readable page count 1."},{"subject":"inclusionAI/Ling","predicate":"has related signal count","object":"6","text":"inclusionAI/Ling has related signal count 6."},{"subject":"inclusionAI/Ling","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/Ling 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/Ling","predicate":"has source host","object":"github.com","text":"inclusionAI/Ling has source host github.com."},{"subject":"inclusionAI/Ling","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ling has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ling","predicate":"has signal desk","object":"repos","text":"inclusionAI/Ling has signal desk repos."},{"subject":"inclusionAI/Ling","predicate":"has source host","object":"github.com","text":"inclusionAI/Ling has source host github.com."},{"subject":"inclusionAI/Ling","predicate":"has repository","object":"inclusionAI/Ling","text":"inclusionAI/Ling has repository inclusionAI/Ling."},{"subject":"inclusionAI/Ling","predicate":"has language","object":"Python","text":"inclusionAI/Ling has language Python."},{"subject":"inclusionAI/Ling","predicate":"has stars","object":"258","text":"inclusionAI/Ling has stars 258."},{"subject":"inclusionAI/Ling","predicate":"has notability","object":"New language model repo with moderate stars","text":"inclusionAI/Ling has notability New language model repo with moderate stars."},{"subject":"inclusionAI/Ling","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Ling has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/Ling (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/Ling · language Python · New language model repo with moderate stars. 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/Ling","text":"InclusionAI (Ant Group) published repo inclusionAI/Ling."},{"subject":"inclusionAI/Ling","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ling is classified as repo signal."},{"subject":"inclusionAI/Ling","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ling belongs to repos desk."},{"subject":"inclusionAI/Ling","predicate":"has context","object":"Python","text":"inclusionAI/Ling has context Python."},{"subject":"inclusionAI/Ling","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c66fface-d24e-4eda-bb46-50d62195e380","url":"https://onlylabs.fyi/signals/c66fface-d24e-4eda-bb46-50d62195e380","json_url":"https://onlylabs.fyi/signals/c66fface-d24e-4eda-bb46-50d62195e380/signal.json","source_url":"https://github.com/inclusionAI/Ling","title":"inclusionAI/Ling","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":"2025-02-19T07:17:18+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/Ling"]},"facets":{"repo":"inclusionAI/Ling","language":"Python"},"traction":{"github_stars":258,"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/Ling","final_url":"https://github.com/inclusionAI/Ling","title":"inclusionAI/Ling repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:02.664687+00:00","bytes":29406,"raw_path":"0b75899e573ecf37c8af759982c7690079e64c3128d8c5ac5b19707b3aac44de.json","content_hash":"bc8f6e914b4ae638a2a7071f358095308964ec826006008c464b35e2af7053db","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ling Description: Ling is a MoE LLM provided and open-sourced by InclusionAI. Language: Python License: MIT Stars: 258 Forks: 25 Open issues: 2 Created: 2025-02-19T07:17:18Z Pushed: 2025-05-14T06:34:57Z Default branch: master Fork: no Archived: no README: Ling <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></p> Introduction Ling is a MoE LLM provided and open-sourced by InclusionAI. We introduce two different sizes, which are Ling-lite and Ling-plus. Ling-lite has 16.8 billion parameters with 2.75 billion activated parameters, while Ling-plus has 290 billion parameters with 28.8 billion activated parameters. Both models demonstrate impressive performance compared to existing models in the industry. Their structure makes it easy to scale up and down and adapt to different tasks, so users can use these models for a wide range of tasks, from processing natural language to solving complex problems. Furthermore, the open-source nature of Ling promotes collaboration and..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/Ling","final_url":"https://github.com/inclusionAI/Ling","title":"inclusionAI/Ling repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:02.664687+00:00","bytes":29406,"raw_path":"0b75899e573ecf37c8af759982c7690079e64c3128d8c5ac5b19707b3aac44de.json","content_hash":"bc8f6e914b4ae638a2a7071f358095308964ec826006008c464b35e2af7053db","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ling Description: Ling is a MoE LLM provided and open-sourced by InclusionAI. Language: Python License: MIT Stars: 258 Forks: 25 Open issues: 2 Created: 2025-02-19T07:17:18Z Pushed: 2025-05-14T06:34:57Z Default branch: master Fork: no Archived: no README: Ling <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></p> Introduction Ling is a MoE LLM provided and open-sourced by InclusionAI. We introduce two different sizes, which are Ling-lite and Ling-plus. Ling-lite has 16.8 billion parameters with 2.75 billion activated parameters, while Ling-plus has 290 billion parameters with 28.8 billion activated parameters. Both models demonstrate impressive performance compared to existing models in the industry. Their structure makes it easy to scale up and down and adapt to different tasks, so users can use these models for a wide range of tasks, from processing natural language to solving complex problems. Furthermore, the open-source nature of Ling promotes collaboration and..."}],"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"}]}