{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Release: inclusionAI/Avernet v2026.07.15","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/8370b39c-29b8-452a-8bc6-fc4ce7d5366b","json_url":"https://onlylabs.fyi/signals/8370b39c-29b8-452a-8bc6-fc4ce7d5366b/signal.json","generated_at":"2026-07-26T18:52:19.628Z","evidence_latest_fetched_at":"2026-07-16T07:02:23.766317+00:00","signal_first_seen_at":"2026-07-16T07:01:51.175377+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/8370b39c-29b8-452a-8bc6-fc4ce7d5366b","signal_json":"https://onlylabs.fyi/signals/8370b39c-29b8-452a-8bc6-fc4ce7d5366b/signal.json","source":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.07.15","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 v2026.07.15 (inclusionAI/Avernet). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Avernet v2026.07.15 Repository: inclusionAI/Avernet Tag: v2026.07.15 Published: 2026-07-15T17:28:06Z Prerelease: no Release notes: Overview Avernet v2026.07.15 is the.... 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/v2026.07.15","source_host":"github.com","occurred_at":"2026-07-15T17:28:06+00:00","first_seen_at":"2026-07-16T07:01:51.175377+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 v2026.07.15","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/Avernet/releases/tag/v2026.07.15"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-16T07:02:23.766317+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8370b39c-29b8-452a-8bc6-fc4ce7d5366b/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/8370b39c-29b8-452a-8bc6-fc4ce7d5366b/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.07.15","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 v2026.07.15\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"released","object":"inclusionAI/Avernet v2026.07.15","text":"InclusionAI (Ant Group) released inclusionAI/Avernet v2026.07.15."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"is classified as","object":"release signal","text":"inclusionAI/Avernet v2026.07.15 is classified as release signal."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Avernet v2026.07.15 belongs to releases desk."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has context","object":"inclusionAI/Avernet","text":"inclusionAI/Avernet v2026.07.15 has context inclusionAI/Avernet."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Avernet v2026.07.15 has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has captured page count","object":"1","text":"inclusionAI/Avernet v2026.07.15 has captured page count 1."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has readable page count","object":"1","text":"inclusionAI/Avernet v2026.07.15 has readable page count 1."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has related signal count","object":"6","text":"inclusionAI/Avernet v2026.07.15 has related signal count 6."},{"subject":"inclusionAI/Avernet v2026.07.15","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 v2026.07.15 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 v2026.07.15","predicate":"has source host","object":"github.com","text":"inclusionAI/Avernet v2026.07.15 has source host github.com."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Avernet v2026.07.15 has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has signal desk","object":"releases","text":"inclusionAI/Avernet v2026.07.15 has signal desk releases."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has source host","object":"github.com","text":"inclusionAI/Avernet v2026.07.15 has source host github.com."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has repository","object":"inclusionAI/Avernet","text":"inclusionAI/Avernet v2026.07.15 has repository inclusionAI/Avernet."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has release","object":"Avernet v2026.07.15","text":"inclusionAI/Avernet v2026.07.15 has release Avernet v2026.07.15."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Avernet v2026.07.15 has watch term Eval methodology."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has watch term","object":"Infrastructure","text":"inclusionAI/Avernet v2026.07.15 has watch term Infrastructure."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has watch term","object":"Safety and alignment","text":"inclusionAI/Avernet v2026.07.15 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/Avernet v2026.07.15 (inclusionAI/Avernet). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Avernet v2026.07.15 Repository: inclusionAI/Avernet Tag: v2026.07.15 Published: 2026-07-15T17:28:06Z Prerelease: no Release notes: Overview Avernet v2026.07.15 is the.... 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 v2026.07.15","text":"InclusionAI (Ant Group) released inclusionAI/Avernet v2026.07.15."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"is classified as","object":"release signal","text":"inclusionAI/Avernet v2026.07.15 is classified as release signal."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Avernet v2026.07.15 belongs to releases desk."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has context","object":"inclusionAI/Avernet","text":"inclusionAI/Avernet v2026.07.15 has context inclusionAI/Avernet."},{"subject":"inclusionAI/Avernet v2026.07.15","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Avernet v2026.07.15 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8370b39c-29b8-452a-8bc6-fc4ce7d5366b","url":"https://onlylabs.fyi/signals/8370b39c-29b8-452a-8bc6-fc4ce7d5366b","json_url":"https://onlylabs.fyi/signals/8370b39c-29b8-452a-8bc6-fc4ce7d5366b/signal.json","source_url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.07.15","title":"inclusionAI/Avernet v2026.07.15","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":"2026-07-15T17:28:06+00:00","first_seen_at":"2026-07-16T07:01:51.175377+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/v2026.07.15"]},"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/v2026.07.15","final_url":"https://github.com/inclusionAI/Avernet/releases/tag/v2026.07.15","title":"inclusionAI/Avernet v2026.07.15","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-16T07:02:23.766317+00:00","bytes":18929,"raw_path":"178c8a0d6bf8191409a7d5982e065f15c822334fd7fe026f49b0f0395db61090.json","content_hash":"d27cf83b46f0f45402aacac8a824b4fd06e224569f2e41695be3f2efe4c0b3b2","excerpt_chars":1200,"truncated":true,"excerpt":"Avernet v2026.07.15 Repository: inclusionAI/Avernet Tag: v2026.07.15 Published: 2026-07-15T17:28:06Z Prerelease: no Release notes: Overview Avernet v2026.07.15 is the first public release of Avernet. Avernet is the open infrastructure for agent organizations and open agent ecosystems, which provides the core systems that let humans and heterogeneous agents live, connect, coordinate, execute, and evolve together. Highlights - Multi-agent discovery, connection, and coordination through Bot Coordination Network (BCN), powered by the Bot Coordination Service (BCS) - Web-based workbench for managing bots and group collaboration - Support for heterogeneous agent runtimes through open integration protocols - Local deployment with Docker and the singlebox development workflow - Built-in demo bots for quickly exploring multi-agent collaboration Getting Started See the documentation for installation and local setup: - [README](https://github.com/inclusionAI/Avernet/tree/v2026.07.15#readme) - [Quick Start](https://github.com/inclusionAI/Avernet/blob/v2026.07.15/docs/quick-start.md) - [Docker Guide](https://github.com/inclusionAI/Avernet/blob/v2026.07.15/docs/docker.md) Known Limitations This..."},"evidence_pages":[],"related_signals":[{"id":"73126e78-501a-4f8d-a72f-9acc68b83c6a","url":"https://onlylabs.fyi/signals/73126e78-501a-4f8d-a72f-9acc68b83c6a","source_url":"https://github.com/inclusionAI/AKernel/releases/tag/v0.1.1","title":"inclusionAI/AKernel v0.1.1","context":"inclusionAI/AKernel","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-26T04:05:28+00:00","first_seen_at":"2026-07-26T07:00:57.293458+00:00","date_source":"source"},{"id":"1bcd6e41-749e-4c3d-986e-b20572721607","url":"https://onlylabs.fyi/signals/1bcd6e41-749e-4c3d-986e-b20572721607","source_url":"https://github.com/inclusionAI/Awex/releases/tag/v0.8.0","title":"inclusionAI/Awex v0.8.0","context":"inclusionAI/Awex","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-23T03:00:52+00:00","first_seen_at":"2026-07-23T07:01:01.553369+00:00","date_source":"source"},{"id":"3de71c14-bcbd-4765-b962-25e0a914e741","url":"https://onlylabs.fyi/signals/3de71c14-bcbd-4765-b962-25e0a914e741","source_url":"https://github.com/inclusionAI/AKernel/releases/tag/v0.1.0","title":"inclusionAI/AKernel v0.1.0","context":"inclusionAI/AKernel","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-22T03:23:41+00:00","first_seen_at":"2026-07-23T07:01:01.553369+00:00","date_source":"source"},{"id":"2cb8d1ba-d88d-4ed8-8e45-3ef6ce2fa82b","url":"https://onlylabs.fyi/signals/2cb8d1ba-d88d-4ed8-8e45-3ef6ce2fa82b","source_url":"https://github.com/inclusionAI/AReno/releases/tag/v0.0.6","title":"inclusionAI/AReno v0.0.6","context":"inclusionAI/AReno","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-21T09:53:18+00:00","first_seen_at":"2026-07-22T07:00:59.842137+00:00","date_source":"source"},{"id":"145763be-681f-40d0-ad5e-681e537a99b2","url":"https://onlylabs.fyi/signals/145763be-681f-40d0-ad5e-681e537a99b2","source_url":"https://github.com/inclusionAI/humming/releases/tag/v0.1.11","title":"inclusionAI/humming v0.1.11","context":"inclusionAI/humming","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-15T12:49:31+00:00","first_seen_at":"2026-07-16T07:01:51.175377+00:00","date_source":"source"},{"id":"ffb8f0d4-681b-42a8-82f2-38d760e0dc17","url":"https://onlylabs.fyi/signals/ffb8f0d4-681b-42a8-82f2-38d760e0dc17","source_url":"https://github.com/inclusionAI/AReno/releases/tag/v0.0.5","title":"inclusionAI/AReno v0.0.5","context":"inclusionAI/AReno","kind":{"key":"release","label":"Release"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-14T04:20:30+00:00","first_seen_at":"2026-07-14T07:01:01.635689+00:00","date_source":"source"}]}