{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Release: inclusionAI/Avernet v2026.09.17","description":"InclusionAI (Ant Group) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b","json_url":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b/signal.json","generated_at":"2026-10-12T17:39:05.729Z","evidence_latest_fetched_at":"2026-10-06T07:03:25.067782+00:00","signal_first_seen_at":"2026-10-06T07:01:03.640405+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/272122fe-6820-44b0-aa2c-1deafb16752b","signal_json":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b/signal.json","source":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.09.17","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"InclusionAI (Ant Group) published inclusionAI/Avernet v2026.09.17 (inclusionAI/Avernet). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Avernet v2026.09.17 Repository: inclusionAI/Avernet Tag: v2026.09.17 Published: 2026-10-05T08:15:02Z Prerelease: no Release notes: Avernet v2026.09.17 > Release branch:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.09.17","source_host":"github.com","occurred_at":"2026-10-05T08:15:02+00:00","first_seen_at":"2026-10-06T07:01:03.640405+00:00","date_source":"source","context":"inclusionAI/Avernet"},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"inclusionAI/Avernet","source":"source"},{"label":"Release","value":"Avernet v2026.09.17","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/Avernet/releases/tag/v2026.09.17"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-06T07:03:25.067782+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b/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":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.09.17","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":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 release signal \"inclusionAI/Avernet v2026.09.17\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"released","object":"inclusionAI/Avernet v2026.09.17","text":"InclusionAI (Ant Group) released inclusionAI/Avernet v2026.09.17."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"is classified as","object":"release signal","text":"inclusionAI/Avernet v2026.09.17 is classified as release signal."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Avernet v2026.09.17 belongs to releases desk."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has context","object":"inclusionAI/Avernet","text":"inclusionAI/Avernet v2026.09.17 has context inclusionAI/Avernet."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Avernet v2026.09.17 has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has captured page count","object":"1","text":"inclusionAI/Avernet v2026.09.17 has captured page count 1."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has readable page count","object":"1","text":"inclusionAI/Avernet v2026.09.17 has readable page count 1."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has related signal count","object":"6","text":"inclusionAI/Avernet v2026.09.17 has related signal count 6."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"inclusionAI/Avernet v2026.09.17 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has source host","object":"github.com","text":"inclusionAI/Avernet v2026.09.17 has source host github.com."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Avernet v2026.09.17 has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has signal desk","object":"releases","text":"inclusionAI/Avernet v2026.09.17 has signal desk releases."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has source host","object":"github.com","text":"inclusionAI/Avernet v2026.09.17 has source host github.com."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has repository","object":"inclusionAI/Avernet","text":"inclusionAI/Avernet v2026.09.17 has repository inclusionAI/Avernet."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has release","object":"Avernet v2026.09.17","text":"inclusionAI/Avernet v2026.09.17 has release Avernet v2026.09.17."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Avernet v2026.09.17 has watch term Eval methodology."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has watch term","object":"Infrastructure","text":"inclusionAI/Avernet v2026.09.17 has watch term Infrastructure."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has watch term","object":"Agents and tool use","text":"inclusionAI/Avernet v2026.09.17 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/Avernet v2026.09.17 (inclusionAI/Avernet). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Avernet v2026.09.17 Repository: inclusionAI/Avernet Tag: v2026.09.17 Published: 2026-10-05T08:15:02Z Prerelease: no Release notes: Avernet v2026.09.17 > Release branch:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"released","object":"inclusionAI/Avernet v2026.09.17","text":"InclusionAI (Ant Group) released inclusionAI/Avernet v2026.09.17."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"is classified as","object":"release signal","text":"inclusionAI/Avernet v2026.09.17 is classified as release signal."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Avernet v2026.09.17 belongs to releases desk."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has context","object":"inclusionAI/Avernet","text":"inclusionAI/Avernet v2026.09.17 has context inclusionAI/Avernet."},{"subject":"inclusionAI/Avernet v2026.09.17","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Avernet v2026.09.17 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"272122fe-6820-44b0-aa2c-1deafb16752b","url":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b","json_url":"https://onlylabs.fyi/signals/272122fe-6820-44b0-aa2c-1deafb16752b/signal.json","source_url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.09.17","title":"inclusionAI/Avernet v2026.09.17","summary":"InclusionAI (Ant Group) published release notes. onlylabs watches releases for what actually shipped.","context":"inclusionAI/Avernet","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-05T08:15:02+00:00","first_seen_at":"2026-10-06T07:01:03.640405+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/Avernet/releases/tag/v2026.09.17"]},"facets":{"repo":"inclusionAI/Avernet"},"traction":{"github_stars":null,"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/Avernet/releases/tag/v2026.09.17","final_url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.09.17","title":"inclusionAI/Avernet v2026.09.17","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-06T07:03:25.067782+00:00","bytes":28351,"raw_path":"0edf8c9f5d2e5e6403675d434c0f6d9b17cf07e0937eb1fe2d6f916007246972.json","content_hash":"0ce4d6f336277d5d0b1173a416e544e707154eb71025f676af8bddf3d74f9f35","excerpt_chars":1200,"truncated":true,"excerpt":"Avernet v2026.09.17 Repository: inclusionAI/Avernet Tag: v2026.09.17 Published: 2026-10-05T08:15:02Z Prerelease: no Release notes: Avernet v2026.09.17 > Release branch: `REL20260917` · previous release: [v2026.08.04](https://github.com/inclusionAI/Avernet/releases/tag/v2026.08.04) · 717 pull requests · 42 contributors · 中文版见文末 Overview Avernet is an open-source infrastructure layer for building and operating persistent, coordinated, multi-agent systems at organizational scale. v2026.09.17 is the first official release since v2026.08.04. It merges 717 pull requests and moves forward on three fronts: - **Organizational scale**: Spaces become the boundary for team collaboration and governance; with the Bot owner's authorization, an application can make calls on a user's behalf; Bot configuration can be managed and audited through a single declarative manifest. - **Multi-agent collaboration**: Group chats get a persistent congestion-control queue; agents can ask people questions mid-run, and human members take part under their own identity; goal-driven tasks can be passed between multiple Bots until they are done. - **Ecosystem integration**: DeepSeek Harness and OpenClaw join the..."},"evidence_pages":[],"related_signals":[{"id":"ecddefaf-0e66-4af7-9cec-9458fcf48e61","url":"https://onlylabs.fyi/signals/ecddefaf-0e66-4af7-9cec-9458fcf48e61","source_url":"https://github.com/inclusionAI/AKernel/releases/tag/v0.1.6rc9","title":"inclusionAI/AKernel v0.1.6rc9","context":"inclusionAI/AKernel","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-10T04:15:54+00:00","first_seen_at":"2026-10-10T07:01:05.511366+00:00","date_source":"source"},{"id":"32f4cf4e-7ad1-41f3-a403-dfa16308b775","url":"https://onlylabs.fyi/signals/32f4cf4e-7ad1-41f3-a403-dfa16308b775","source_url":"https://github.com/inclusionAI/Choruz/releases/tag/build-7509c40f9bf1bc32703161bf9f1a9c5bfa66e786","title":"inclusionAI/Choruz build-7509c40f9bf1bc32703161bf9f1a9c5bfa66e786","context":"inclusionAI/Choruz","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-07T07:31:37+00:00","first_seen_at":"2026-10-08T07:01:07.109376+00:00","date_source":"source"},{"id":"f1ff8cf4-e9ef-4e45-a788-12eecb7b755b","url":"https://onlylabs.fyi/signals/f1ff8cf4-e9ef-4e45-a788-12eecb7b755b","source_url":"https://github.com/inclusionAI/Choruz/releases/tag/build-eef4f5eb9b7b40244316a4b29ecd0b0a79079fba","title":"inclusionAI/Choruz build-eef4f5eb9b7b40244316a4b29ecd0b0a79079fba","context":"inclusionAI/Choruz","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-07T06:17:37+00:00","first_seen_at":"2026-10-07T07:01:09.337226+00:00","date_source":"source"},{"id":"7d93e5cc-09f8-4884-8928-7e059a5a283b","url":"https://onlylabs.fyi/signals/7d93e5cc-09f8-4884-8928-7e059a5a283b","source_url":"https://github.com/inclusionAI/Awex/releases/tag/v0.9.0","title":"inclusionAI/Awex v0.9.0","context":"inclusionAI/Awex","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-29T02:30:30+00:00","first_seen_at":"2026-09-29T07:01:07.102267+00:00","date_source":"source"},{"id":"86f7a978-6353-4e8c-9786-91da2c2c69c3","url":"https://onlylabs.fyi/signals/86f7a978-6353-4e8c-9786-91da2c2c69c3","source_url":"https://github.com/inclusionAI/Awex/releases/tag/v0.8.3","title":"inclusionAI/Awex v0.8.3","context":"inclusionAI/Awex","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-28T03:51:17+00:00","first_seen_at":"2026-09-28T07:01:05.967028+00:00","date_source":"source"},{"id":"ef01ca06-891c-4872-a9c7-cc8e86cbd37f","url":"https://onlylabs.fyi/signals/ef01ca06-891c-4872-a9c7-cc8e86cbd37f","source_url":"https://github.com/inclusionAI/AKernel/releases/tag/v0.1.6rc8","title":"inclusionAI/AKernel v0.1.6rc8","context":"inclusionAI/AKernel","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-27T02:03:33+00:00","first_seen_at":"2026-09-27T07:00:59.740763+00:00","date_source":"source"}]}