{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/vllm-omni","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/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5","json_url":"https://onlylabs.fyi/signals/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5/signal.json","generated_at":"2026-10-25T06:34:21.359Z","evidence_latest_fetched_at":"2026-10-20T07:03:52.569546+00:00","signal_first_seen_at":"2026-10-20T07:01:04.813696+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/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5","signal_json":"https://onlylabs.fyi/signals/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5/signal.json","source":"https://github.com/inclusionAI/vllm-omni","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-omni (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-omni · 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-omni","source_host":"github.com","occurred_at":"2026-09-03T04:28:08+00:00","first_seen_at":"2026-10-20T07:01:04.813696+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-omni","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":"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/vllm-omni"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-20T07:03:52.569546+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5/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/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/vllm-omni","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-omni\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/vllm-omni","text":"InclusionAI (Ant Group) published repo inclusionAI/vllm-omni."},{"subject":"inclusionAI/vllm-omni","predicate":"is classified as","object":"repo signal","text":"inclusionAI/vllm-omni is classified as repo signal."},{"subject":"inclusionAI/vllm-omni","predicate":"belongs to","object":"repos desk","text":"inclusionAI/vllm-omni belongs to repos desk."},{"subject":"inclusionAI/vllm-omni","predicate":"has context","object":"Python","text":"inclusionAI/vllm-omni has context Python."},{"subject":"inclusionAI/vllm-omni","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/vllm-omni has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/vllm-omni","predicate":"has captured page count","object":"1","text":"inclusionAI/vllm-omni has captured page count 1."},{"subject":"inclusionAI/vllm-omni","predicate":"has readable page count","object":"1","text":"inclusionAI/vllm-omni has readable page count 1."},{"subject":"inclusionAI/vllm-omni","predicate":"has related signal count","object":"6","text":"inclusionAI/vllm-omni has related signal count 6."},{"subject":"inclusionAI/vllm-omni","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-omni 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-omni","predicate":"has source host","object":"github.com","text":"inclusionAI/vllm-omni has source host github.com."},{"subject":"inclusionAI/vllm-omni","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/vllm-omni has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/vllm-omni","predicate":"has signal desk","object":"repos","text":"inclusionAI/vllm-omni has signal desk repos."},{"subject":"inclusionAI/vllm-omni","predicate":"has source host","object":"github.com","text":"inclusionAI/vllm-omni has source host github.com."},{"subject":"inclusionAI/vllm-omni","predicate":"has repository","object":"inclusionAI/vllm-omni","text":"inclusionAI/vllm-omni has repository inclusionAI/vllm-omni."},{"subject":"inclusionAI/vllm-omni","predicate":"has language","object":"Python","text":"inclusionAI/vllm-omni has language Python."},{"subject":"inclusionAI/vllm-omni","predicate":"has stars","object":"1","text":"inclusionAI/vllm-omni has stars 1."},{"subject":"inclusionAI/vllm-omni","predicate":"has watch term","object":"Model card","text":"inclusionAI/vllm-omni has watch term Model card."},{"subject":"inclusionAI/vllm-omni","predicate":"has watch term","object":"Infrastructure","text":"inclusionAI/vllm-omni has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/vllm-omni (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-omni · 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-omni","text":"InclusionAI (Ant Group) published repo inclusionAI/vllm-omni."},{"subject":"inclusionAI/vllm-omni","predicate":"is classified as","object":"repo signal","text":"inclusionAI/vllm-omni is classified as repo signal."},{"subject":"inclusionAI/vllm-omni","predicate":"belongs to","object":"repos desk","text":"inclusionAI/vllm-omni belongs to repos desk."},{"subject":"inclusionAI/vllm-omni","predicate":"has context","object":"Python","text":"inclusionAI/vllm-omni has context Python."},{"subject":"inclusionAI/vllm-omni","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/vllm-omni has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5","url":"https://onlylabs.fyi/signals/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5","json_url":"https://onlylabs.fyi/signals/3b7190ab-b858-4b8d-9b5a-8fe4c384a9f5/signal.json","source_url":"https://github.com/inclusionAI/vllm-omni","title":"inclusionAI/vllm-omni","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":"2026-09-03T04:28:08+00:00","first_seen_at":"2026-10-20T07:01:04.813696+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-omni"]},"facets":{"repo":"inclusionAI/vllm-omni","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-omni","final_url":"https://github.com/inclusionAI/vllm-omni","title":"inclusionAI/vllm-omni repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-20T07:03:52.569546+00:00","bytes":17386,"raw_path":"cd9b9c65a2961e37507b0c5d92bff5539a171fcbd5bf06fa099b1f81c3913a6a.json","content_hash":"e183bd65b65d5b2152416037b7727c272703d4372f30d620ffa827078d395a77","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/vllm-omni Language: Python License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 1 Created: 2026-09-03T04:28:08Z Pushed: 2026-10-19T17:22:35Z Default branch: main Fork: no Archived: no README: Easy, fast, and cheap omni-modality model serving for everyone | Documentation | DeepWiki | User Forum | Developer Slack | WeChat | Technical Report | Paper | Slides | --- *Latest News* 🔥 - [2026/10] We released the [vLLM-Omni Technical Report](https://arxiv.org/abs/2610.09307), describing a unified serving runtime for text, audio, image, video, and action generation. - [2026/09] We released [0.30.0](https://github.com/vllm-project/vllm-omni/releases/tag/v0.30.0), rebased onto vLLM 0.30.0, featuring a unified full-duplex serving framework around engine-owned sessions for [MiniCPM-o 4.5](recipes/OpenBMB/MiniCPM-o-4_5.md) and AURA, native cross-stage KV and multimodal payload transfer (Mooncake AR-to-DiT handoff and NIXL connectors), interactive world-model serving with [LingBot World](recipes/Robbyant/LingBot-World-2.0.md), and realtime [MiniMax H3](recipes/MiniMaxAI/MiniMax-H3.md) Turbo inference on NVIDIA Blackwell and Ascend 950. - [2026/08] We released..."},"evidence_pages":[],"related_signals":[{"id":"ebd9f54e-d11c-4fd3-a737-299bb19481cb","url":"https://onlylabs.fyi/signals/ebd9f54e-d11c-4fd3-a737-299bb19481cb","source_url":"https://github.com/inclusionAI/Ming-3.0-tts","title":"inclusionAI/Ming-3.0-tts","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-19T07:03:25+00:00","first_seen_at":"2026-10-20T07:01:04.813696+00:00","date_source":"source"},{"id":"92b43a79-7425-417e-b6f5-d9ebf65e88e1","url":"https://onlylabs.fyi/signals/92b43a79-7425-417e-b6f5-d9ebf65e88e1","source_url":"https://github.com/inclusionAI/venus-asi","title":"inclusionAI/venus-asi","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-19T06:07:32+00:00","first_seen_at":"2026-10-22T07:01:01.955943+00:00","date_source":"source"},{"id":"92ca4efd-539d-4240-bb4c-b459b4f65843","url":"https://onlylabs.fyi/signals/92ca4efd-539d-4240-bb4c-b459b4f65843","source_url":"https://github.com/inclusionAI/Ming-3.0-asr","title":"inclusionAI/Ming-3.0-asr","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-19T02:38:13+00:00","first_seen_at":"2026-10-20T07:01:04.813696+00:00","date_source":"source"},{"id":"ff677b96-2227-4ff0-83c2-dde953fc0041","url":"https://onlylabs.fyi/signals/ff677b96-2227-4ff0-83c2-dde953fc0041","source_url":"https://github.com/inclusionAI/Ming-3.0-audio-flash","title":"inclusionAI/Ming-3.0-audio-flash","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-15T03:50:29+00:00","first_seen_at":"2026-10-20T07:01:04.813696+00:00","date_source":"source"},{"id":"63a03125-ad80-4db7-b2e6-c8c100670b62","url":"https://onlylabs.fyi/signals/63a03125-ad80-4db7-b2e6-c8c100670b62","source_url":"https://github.com/inclusionAI/BiDex-100","title":"inclusionAI/BiDex-100","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-12T05:59:07+00:00","first_seen_at":"2026-10-13T07:01:07.878961+00:00","date_source":"source"},{"id":"2dd9ea88-dc33-444d-841f-430da900b765","url":"https://onlylabs.fyi/signals/2dd9ea88-dc33-444d-841f-430da900b765","source_url":"https://github.com/inclusionAI/PolyOCR-Venus","title":"inclusionAI/PolyOCR-Venus","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-10T06:12:41+00:00","first_seen_at":"2026-10-11T07:00:59.102556+00:00","date_source":"source"}]}