{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/Realtime-Venus","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/bbe16d82-55a6-4cf7-acbb-718253a88977","json_url":"https://onlylabs.fyi/signals/bbe16d82-55a6-4cf7-acbb-718253a88977/signal.json","generated_at":"2026-10-12T17:26:05.595Z","evidence_latest_fetched_at":"2026-09-19T07:03:04.674645+00:00","signal_first_seen_at":"2026-09-19T07:01:00.372135+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/bbe16d82-55a6-4cf7-acbb-718253a88977","signal_json":"https://onlylabs.fyi/signals/bbe16d82-55a6-4cf7-acbb-718253a88977/signal.json","source":"https://github.com/inclusionAI/Realtime-Venus","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/Realtime-Venus (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/Realtime-Venus · 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/Realtime-Venus","source_host":"github.com","occurred_at":"2026-09-16T07:57:55+00:00","first_seen_at":"2026-09-19T07:01:00.372135+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/Realtime-Venus","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"141","source":"traction"},{"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/Realtime-Venus"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-19T07:03:04.674645+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bbe16d82-55a6-4cf7-acbb-718253a88977/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/bbe16d82-55a6-4cf7-acbb-718253a88977/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Realtime-Venus","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/Realtime-Venus\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Realtime-Venus","text":"InclusionAI (Ant Group) published repo inclusionAI/Realtime-Venus."},{"subject":"inclusionAI/Realtime-Venus","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Realtime-Venus is classified as repo signal."},{"subject":"inclusionAI/Realtime-Venus","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Realtime-Venus belongs to repos desk."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has context","object":"Python","text":"inclusionAI/Realtime-Venus has context Python."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Realtime-Venus has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has captured page count","object":"1","text":"inclusionAI/Realtime-Venus has captured page count 1."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has readable page count","object":"1","text":"inclusionAI/Realtime-Venus has readable page count 1."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has related signal count","object":"6","text":"inclusionAI/Realtime-Venus has related signal count 6."},{"subject":"inclusionAI/Realtime-Venus","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/Realtime-Venus 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/Realtime-Venus","predicate":"has source host","object":"github.com","text":"inclusionAI/Realtime-Venus has source host github.com."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Realtime-Venus has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has signal desk","object":"repos","text":"inclusionAI/Realtime-Venus has signal desk repos."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has source host","object":"github.com","text":"inclusionAI/Realtime-Venus has source host github.com."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has repository","object":"inclusionAI/Realtime-Venus","text":"inclusionAI/Realtime-Venus has repository inclusionAI/Realtime-Venus."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has language","object":"Python","text":"inclusionAI/Realtime-Venus has language Python."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has stars","object":"141","text":"inclusionAI/Realtime-Venus has stars 141."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Realtime-Venus has watch term Eval methodology."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has watch term","object":"Model card","text":"inclusionAI/Realtime-Venus has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/Realtime-Venus (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/Realtime-Venus · 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/Realtime-Venus","text":"InclusionAI (Ant Group) published repo inclusionAI/Realtime-Venus."},{"subject":"inclusionAI/Realtime-Venus","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Realtime-Venus is classified as repo signal."},{"subject":"inclusionAI/Realtime-Venus","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Realtime-Venus belongs to repos desk."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has context","object":"Python","text":"inclusionAI/Realtime-Venus has context Python."},{"subject":"inclusionAI/Realtime-Venus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Realtime-Venus has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bbe16d82-55a6-4cf7-acbb-718253a88977","url":"https://onlylabs.fyi/signals/bbe16d82-55a6-4cf7-acbb-718253a88977","json_url":"https://onlylabs.fyi/signals/bbe16d82-55a6-4cf7-acbb-718253a88977/signal.json","source_url":"https://github.com/inclusionAI/Realtime-Venus","title":"inclusionAI/Realtime-Venus","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":"2026-09-16T07:57:55+00:00","first_seen_at":"2026-09-19T07:01:00.372135+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/Realtime-Venus"]},"facets":{"repo":"inclusionAI/Realtime-Venus","language":"Python"},"traction":{"github_stars":141,"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/Realtime-Venus","final_url":"https://github.com/inclusionAI/Realtime-Venus","title":"inclusionAI/Realtime-Venus repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-19T07:03:04.674645+00:00","bytes":17764,"raw_path":"b67ab0f9141953d5840b1467da87c4f6a715b328cd1cdb0d1defe2af4aaffabf.json","content_hash":"98d89ceda830b875cc9653c06e28d096edb87d186dc4e326b39f00b84aeee8d7","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Realtime-Venus Language: Python License: Apache-2.0 Stars: 14 Forks: 1 Open issues: 1 Created: 2026-09-16T07:57:55Z Pushed: 2026-09-19T06:47:56Z Default branch: main Fork: no Archived: no README: Overview **See, listen, and respond in real time—with background tasks running alongside the conversation.** Realtime-Venus combines full-duplex conversational models with an asynchronous execution framework. You can ask the assistant to work on a task and continue talking while it runs. The result returns to the same conversation for spoken delivery. The project brings together three components: | Component | Role | | --- | --- | | **Realtime-Venus-Omni · 9B** | A conversational model for streaming audio and video, proactive interaction, and native speech generation. | | **Realtime-Venus-Audio · 9B** | A separately trained model for spoken interaction, audio understanding, and native speech generation. | | **Realtime-Venus-Harness** | A shared runtime that captures delegated requests, executes background work, and returns results to the originating conversation. | What Realtime-Venus enables - **Continuous audiovisual interaction.** Omni observes streaming camera and..."},"evidence_pages":[],"related_signals":[{"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"},{"id":"600b6d0b-db62-477a-b547-d4dc8d27ad2f","url":"https://onlylabs.fyi/signals/600b6d0b-db62-477a-b547-d4dc8d27ad2f","source_url":"https://github.com/inclusionAI/Ming-Image","title":"inclusionAI/Ming-Image","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-17T11:17:49+00:00","first_seen_at":"2026-09-23T07:01:02.929472+00:00","date_source":"source"},{"id":"31e25dc2-f9c7-459b-96d8-64e1d82b7457","url":"https://onlylabs.fyi/signals/31e25dc2-f9c7-459b-96d8-64e1d82b7457","source_url":"https://github.com/inclusionAI/Choruz","title":"inclusionAI/Choruz","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-02T06:46:09+00:00","first_seen_at":"2026-09-04T07:01:55.668395+00:00","date_source":"source"},{"id":"10f0618f-6b9a-4254-bf66-3496eb82c2d6","url":"https://onlylabs.fyi/signals/10f0618f-6b9a-4254-bf66-3496eb82c2d6","source_url":"https://github.com/inclusionAI/LLaDA-UI","title":"inclusionAI/LLaDA-UI","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-31T07:21:54+00:00","first_seen_at":"2026-09-09T07:01:02.602476+00:00","date_source":"source"},{"id":"a19535d3-bfbe-4a7e-8c7a-d6f139ca67e5","url":"https://onlylabs.fyi/signals/a19535d3-bfbe-4a7e-8c7a-d6f139ca67e5","source_url":"https://github.com/inclusionAI/LLaDA-Image","title":"inclusionAI/LLaDA-Image","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-31T07:21:37+00:00","first_seen_at":"2026-09-04T07:01:55.668395+00:00","date_source":"source"},{"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"}]}