{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/vllm-ling-v3","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/1ef2d224-3143-49ab-8029-aab9d50f6a73","json_url":"https://onlylabs.fyi/signals/1ef2d224-3143-49ab-8029-aab9d50f6a73/signal.json","generated_at":"2026-08-28T17:47:08.536Z","evidence_latest_fetched_at":"2026-08-05T07:02:00.319616+00:00","signal_first_seen_at":"2026-08-05T07:01:00.102638+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/1ef2d224-3143-49ab-8029-aab9d50f6a73","signal_json":"https://onlylabs.fyi/signals/1ef2d224-3143-49ab-8029-aab9d50f6a73/signal.json","source":"https://github.com/inclusionAI/vllm-ling-v3","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/vllm-ling-v3 (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/vllm-ling-v3 · 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/inclusionAI/vllm-ling-v3","source_host":"github.com","occurred_at":"2026-07-13T02:53:58+00:00","first_seen_at":"2026-08-05T07:01:00.102638+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/vllm-ling-v3","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"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/inclusionAI/vllm-ling-v3"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-05T07:02:00.319616+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1ef2d224-3143-49ab-8029-aab9d50f6a73/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/1ef2d224-3143-49ab-8029-aab9d50f6a73/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/vllm-ling-v3","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/vllm-ling-v3\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/vllm-ling-v3","text":"InclusionAI (Ant Group) published repo inclusionAI/vllm-ling-v3."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"is classified as","object":"repo signal","text":"inclusionAI/vllm-ling-v3 is classified as repo signal."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"belongs to","object":"repos desk","text":"inclusionAI/vllm-ling-v3 belongs to repos desk."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has context","object":"Python","text":"inclusionAI/vllm-ling-v3 has context Python."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/vllm-ling-v3 has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has captured page count","object":"1","text":"inclusionAI/vllm-ling-v3 has captured page count 1."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has readable page count","object":"1","text":"inclusionAI/vllm-ling-v3 has readable page count 1."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has related signal count","object":"6","text":"inclusionAI/vllm-ling-v3 has related signal count 6."},{"subject":"inclusionAI/vllm-ling-v3","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/vllm-ling-v3 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/vllm-ling-v3","predicate":"has source host","object":"github.com","text":"inclusionAI/vllm-ling-v3 has source host github.com."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/vllm-ling-v3 has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has signal desk","object":"repos","text":"inclusionAI/vllm-ling-v3 has signal desk repos."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has source host","object":"github.com","text":"inclusionAI/vllm-ling-v3 has source host github.com."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has repository","object":"inclusionAI/vllm-ling-v3","text":"inclusionAI/vllm-ling-v3 has repository inclusionAI/vllm-ling-v3."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has language","object":"Python","text":"inclusionAI/vllm-ling-v3 has language Python."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has stars","object":"1","text":"inclusionAI/vllm-ling-v3 has stars 1."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has watch term","object":"Model card","text":"inclusionAI/vllm-ling-v3 has watch term Model card."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has watch term","object":"Data pipeline","text":"inclusionAI/vllm-ling-v3 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/vllm-ling-v3 (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/vllm-ling-v3 · language Python. 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/vllm-ling-v3","text":"InclusionAI (Ant Group) published repo inclusionAI/vllm-ling-v3."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"is classified as","object":"repo signal","text":"inclusionAI/vllm-ling-v3 is classified as repo signal."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"belongs to","object":"repos desk","text":"inclusionAI/vllm-ling-v3 belongs to repos desk."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has context","object":"Python","text":"inclusionAI/vllm-ling-v3 has context Python."},{"subject":"inclusionAI/vllm-ling-v3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/vllm-ling-v3 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1ef2d224-3143-49ab-8029-aab9d50f6a73","url":"https://onlylabs.fyi/signals/1ef2d224-3143-49ab-8029-aab9d50f6a73","json_url":"https://onlylabs.fyi/signals/1ef2d224-3143-49ab-8029-aab9d50f6a73/signal.json","source_url":"https://github.com/inclusionAI/vllm-ling-v3","title":"inclusionAI/vllm-ling-v3","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":"2026-07-13T02:53:58+00:00","first_seen_at":"2026-08-05T07:01:00.102638+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/vllm-ling-v3"]},"facets":{"repo":"inclusionAI/vllm-ling-v3","language":"Python"},"traction":{"github_stars":1,"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/inclusionAI/vllm-ling-v3","final_url":"https://github.com/inclusionAI/vllm-ling-v3","title":"inclusionAI/vllm-ling-v3 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-05T07:02:00.319616+00:00","bytes":13562,"raw_path":"8750b8a0ab599b3fb86e267c600352da4220b4d15c3f12e6dc61bf980d951525.json","content_hash":"6bd5e7b804499901e458223cc203f6b88a928777aae58bb57abf98a326074476","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/vllm-ling-v3 Language: Python License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 9 Created: 2026-07-13T02:53:58Z Pushed: 2026-08-04T07:13:16Z Default branch: main Fork: no Archived: no README: Easy, fast, and cheap LLM serving for everyone | Documentation | Blog | Paper | Twitter/X | User Forum | Developer Slack | 🔥 We have built a vLLM website to help you get started with vLLM. Please visit [vllm.ai](https://vllm.ai) to learn more. For events, please visit [vllm.ai/events](https://vllm.ai/events) to join us. --- About vLLM is a fast and easy-to-use library for LLM inference and serving. Originally developed in the [Sky Computing Lab](https://sky.cs.berkeley.edu) at UC Berkeley, vLLM has grown into one of the most active open-source AI projects built and maintained by a diverse community of many dozens of academic institutions and companies from over 2000 contributors. vLLM is fast with: - State-of-the-art serving throughput - Efficient management of attention key and value memory with [**PagedAttention**](https://blog.vllm.ai/2023/06/20/vllm.html) - Continuous batching of incoming requests, chunked prefill, prefix caching - Fast and flexible model execution with..."},"evidence_pages":[],"related_signals":[{"id":"d10503c8-efdc-49ce-8e0a-3e52971a7d9f","url":"https://onlylabs.fyi/signals/d10503c8-efdc-49ce-8e0a-3e52971a7d9f","source_url":"https://github.com/inclusionAI/LLaDA-Research","title":"inclusionAI/LLaDA-Research","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-20T09:29:27+00:00","first_seen_at":"2026-08-21T07:03:46.368274+00:00","date_source":"source"},{"id":"3d7d5e6f-e28e-4be3-ba5c-0cce6e9ebe1d","url":"https://onlylabs.fyi/signals/3d7d5e6f-e28e-4be3-ba5c-0cce6e9ebe1d","source_url":"https://github.com/inclusionAI/ConceptEdit","title":"inclusionAI/ConceptEdit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-17T07:22:08+00:00","first_seen_at":"2026-08-18T07:00:59.127991+00:00","date_source":"source"},{"id":"f7327a8f-c870-4443-b5c6-84a8fa0efdfa","url":"https://onlylabs.fyi/signals/f7327a8f-c870-4443-b5c6-84a8fa0efdfa","source_url":"https://github.com/inclusionAI/ling-cookbook","title":"inclusionAI/ling-cookbook","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-13T06:42:16+00:00","first_seen_at":"2026-08-16T07:03:27.854815+00:00","date_source":"source"},{"id":"d9862e41-8a59-4af0-afe3-edac517e86ea","url":"https://onlylabs.fyi/signals/d9862e41-8a59-4af0-afe3-edac517e86ea","source_url":"https://github.com/inclusionAI/PanelWise","title":"inclusionAI/PanelWise","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-23T11:05:07+00:00","first_seen_at":"2026-08-02T07:01:50.895099+00:00","date_source":"source"},{"id":"836f99b7-b388-47eb-8ea1-128bb69485f4","url":"https://onlylabs.fyi/signals/836f99b7-b388-47eb-8ea1-128bb69485f4","source_url":"https://github.com/inclusionAI/buildkit-service","title":"inclusionAI/buildkit-service","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-23T07:33:16+00:00","first_seen_at":"2026-07-28T07:01:01.002121+00:00","date_source":"source"},{"id":"5e459153-f5f9-407c-a935-ca3d456341e1","url":"https://onlylabs.fyi/signals/5e459153-f5f9-407c-a935-ca3d456341e1","source_url":"https://github.com/inclusionAI/AKernel","title":"inclusionAI/AKernel","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-11T12:37:11+00:00","first_seen_at":"2026-07-23T07:01:01.553369+00:00","date_source":"source"}]}