{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/Ling-V2.5","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/7c775a20-59c7-4b0b-b2fb-b47d0232c142","json_url":"https://onlylabs.fyi/signals/7c775a20-59c7-4b0b-b2fb-b47d0232c142/signal.json","generated_at":"2026-06-11T02:53:02.808103+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/7c775a20-59c7-4b0b-b2fb-b47d0232c142","signal_json":"https://onlylabs.fyi/signals/7c775a20-59c7-4b0b-b2fb-b47d0232c142/signal.json","source":"https://github.com/inclusionAI/Ling-V2.5","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-V2.5 (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-V2.5 · language Python · Low traction new repo. 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-V2.5","source_host":"github.com","occurred_at":"2026-02-11T10:52:48+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-V2.5","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"20","source":"traction"},{"label":"Notability","value":"Low traction new repo","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":"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/inclusionAI/Ling-V2.5"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:02.808103+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7c775a20-59c7-4b0b-b2fb-b47d0232c142/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/7c775a20-59c7-4b0b-b2fb-b47d0232c142/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Ling-V2.5","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-V2.5\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Ling-V2.5","text":"InclusionAI (Ant Group) published repo inclusionAI/Ling-V2.5."},{"subject":"inclusionAI/Ling-V2.5","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ling-V2.5 is classified as repo signal."},{"subject":"inclusionAI/Ling-V2.5","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ling-V2.5 belongs to repos desk."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has context","object":"Python","text":"inclusionAI/Ling-V2.5 has context Python."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-V2.5 has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has captured page count","object":"1","text":"inclusionAI/Ling-V2.5 has captured page count 1."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has readable page count","object":"1","text":"inclusionAI/Ling-V2.5 has readable page count 1."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has related signal count","object":"6","text":"inclusionAI/Ling-V2.5 has related signal count 6."},{"subject":"inclusionAI/Ling-V2.5","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-V2.5 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-V2.5","predicate":"has source host","object":"github.com","text":"inclusionAI/Ling-V2.5 has source host github.com."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ling-V2.5 has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has signal desk","object":"repos","text":"inclusionAI/Ling-V2.5 has signal desk repos."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has source host","object":"github.com","text":"inclusionAI/Ling-V2.5 has source host github.com."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has repository","object":"inclusionAI/Ling-V2.5","text":"inclusionAI/Ling-V2.5 has repository inclusionAI/Ling-V2.5."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has language","object":"Python","text":"inclusionAI/Ling-V2.5 has language Python."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has stars","object":"20","text":"inclusionAI/Ling-V2.5 has stars 20."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has notability","object":"Low traction new repo","text":"inclusionAI/Ling-V2.5 has notability Low traction new repo."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Ling-V2.5 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/Ling-V2.5 (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-V2.5 · language Python · Low traction new repo. 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-V2.5","text":"InclusionAI (Ant Group) published repo inclusionAI/Ling-V2.5."},{"subject":"inclusionAI/Ling-V2.5","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Ling-V2.5 is classified as repo signal."},{"subject":"inclusionAI/Ling-V2.5","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Ling-V2.5 belongs to repos desk."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has context","object":"Python","text":"inclusionAI/Ling-V2.5 has context Python."},{"subject":"inclusionAI/Ling-V2.5","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-V2.5 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7c775a20-59c7-4b0b-b2fb-b47d0232c142","url":"https://onlylabs.fyi/signals/7c775a20-59c7-4b0b-b2fb-b47d0232c142","json_url":"https://onlylabs.fyi/signals/7c775a20-59c7-4b0b-b2fb-b47d0232c142/signal.json","source_url":"https://github.com/inclusionAI/Ling-V2.5","title":"inclusionAI/Ling-V2.5","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":"2026-02-11T10:52:48+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-V2.5"]},"facets":{"repo":"inclusionAI/Ling-V2.5","language":"Python"},"traction":{"github_stars":20,"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-V2.5","final_url":"https://github.com/inclusionAI/Ling-V2.5","title":"inclusionAI/Ling-V2.5 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:02.808103+00:00","bytes":12621,"raw_path":"4bf538a91d9cf53941fd7184ea9556e13dd5690de0cf2ef7f143b281ec023117.json","content_hash":"811986bca031659f39f61811b5000e0b7a82af80c8ff984534bd548fa49886f0","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ling-V2.5 Language: Python License: MIT Stars: 20 Forks: 3 Open issues: 0 Created: 2026-02-11T10:52:48Z Pushed: 2026-02-28T08:07:12Z Default branch: main Fork: no Archived: no README: Ling-V2.5 <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-2.5-1T, Inclusive Intelligence, Instant Impact. Thinking models raise the ceiling of intelligence, while instant models expand its reach by balancing efficiency and performance—making AGI not only more powerful, but also more accessible. As the latest flagship instant model in the Ling family, Ling-2.5-1T delivers comprehensive upgrades across model architecture, token efficiency, and preference alignment, designed to bring universally accessible AI to a new level of quality. - Ling-2.5-1T features 1T total parameters (with 63B active parameters). Its pre-training corpus has expanded from 20T to 29T tokens compared to the previous generation. Leveraging an efficient hybrid linear attention architecture and..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/Ling-V2.5","final_url":"https://github.com/inclusionAI/Ling-V2.5","title":"inclusionAI/Ling-V2.5 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:02.808103+00:00","bytes":12621,"raw_path":"4bf538a91d9cf53941fd7184ea9556e13dd5690de0cf2ef7f143b281ec023117.json","content_hash":"811986bca031659f39f61811b5000e0b7a82af80c8ff984534bd548fa49886f0","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Ling-V2.5 Language: Python License: MIT Stars: 20 Forks: 3 Open issues: 0 Created: 2026-02-11T10:52:48Z Pushed: 2026-02-28T08:07:12Z Default branch: main Fork: no Archived: no README: Ling-V2.5 <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-2.5-1T, Inclusive Intelligence, Instant Impact. Thinking models raise the ceiling of intelligence, while instant models expand its reach by balancing efficiency and performance—making AGI not only more powerful, but also more accessible. As the latest flagship instant model in the Ling family, Ling-2.5-1T delivers comprehensive upgrades across model architecture, token efficiency, and preference alignment, designed to bring universally accessible AI to a new level of quality. - Ling-2.5-1T features 1T total parameters (with 63B active parameters). Its pre-training corpus has expanded from 20T to 29T tokens compared to the previous generation. Leveraging an efficient hybrid linear attention architecture 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"}]}