{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/Zooming-without-Zooming-v2","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/417b8762-1987-487d-af19-99f1f6f270b3","json_url":"https://onlylabs.fyi/signals/417b8762-1987-487d-af19-99f1f6f270b3/signal.json","generated_at":"2026-10-30T17:46:50.342Z","evidence_latest_fetched_at":"2026-10-28T07:04:12.79835+00:00","signal_first_seen_at":"2026-10-28T07:01:04.276759+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/417b8762-1987-487d-af19-99f1f6f270b3","signal_json":"https://onlylabs.fyi/signals/417b8762-1987-487d-af19-99f1f6f270b3/signal.json","source":"https://github.com/inclusionAI/Zooming-without-Zooming-v2","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/Zooming-without-Zooming-v2 (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/Zooming-without-Zooming-v2 · 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/Zooming-without-Zooming-v2","source_host":"github.com","occurred_at":"2026-10-14T08:20:34+00:00","first_seen_at":"2026-10-28T07:01:04.276759+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/Zooming-without-Zooming-v2","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"13","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/Zooming-without-Zooming-v2"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-28T07:04:12.79835+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/417b8762-1987-487d-af19-99f1f6f270b3/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/417b8762-1987-487d-af19-99f1f6f270b3/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/Zooming-without-Zooming-v2","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/Zooming-without-Zooming-v2\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/Zooming-without-Zooming-v2","text":"InclusionAI (Ant Group) published repo inclusionAI/Zooming-without-Zooming-v2."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Zooming-without-Zooming-v2 is classified as repo signal."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Zooming-without-Zooming-v2 belongs to repos desk."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has context","object":"Python","text":"inclusionAI/Zooming-without-Zooming-v2 has context Python."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Zooming-without-Zooming-v2 has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has captured page count","object":"1","text":"inclusionAI/Zooming-without-Zooming-v2 has captured page count 1."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has readable page count","object":"1","text":"inclusionAI/Zooming-without-Zooming-v2 has readable page count 1."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has related signal count","object":"6","text":"inclusionAI/Zooming-without-Zooming-v2 has related signal count 6."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","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/Zooming-without-Zooming-v2 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/Zooming-without-Zooming-v2","predicate":"has source host","object":"github.com","text":"inclusionAI/Zooming-without-Zooming-v2 has source host github.com."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Zooming-without-Zooming-v2 has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has signal desk","object":"repos","text":"inclusionAI/Zooming-without-Zooming-v2 has signal desk repos."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has source host","object":"github.com","text":"inclusionAI/Zooming-without-Zooming-v2 has source host github.com."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has repository","object":"inclusionAI/Zooming-without-Zooming-v2","text":"inclusionAI/Zooming-without-Zooming-v2 has repository inclusionAI/Zooming-without-Zooming-v2."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has language","object":"Python","text":"inclusionAI/Zooming-without-Zooming-v2 has language Python."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has stars","object":"13","text":"inclusionAI/Zooming-without-Zooming-v2 has stars 13."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has watch term","object":"RL environments","text":"inclusionAI/Zooming-without-Zooming-v2 has watch term RL environments."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/Zooming-without-Zooming-v2 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/Zooming-without-Zooming-v2 (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/Zooming-without-Zooming-v2 · 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/Zooming-without-Zooming-v2","text":"InclusionAI (Ant Group) published repo inclusionAI/Zooming-without-Zooming-v2."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"is classified as","object":"repo signal","text":"inclusionAI/Zooming-without-Zooming-v2 is classified as repo signal."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"belongs to","object":"repos desk","text":"inclusionAI/Zooming-without-Zooming-v2 belongs to repos desk."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has context","object":"Python","text":"inclusionAI/Zooming-without-Zooming-v2 has context Python."},{"subject":"inclusionAI/Zooming-without-Zooming-v2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Zooming-without-Zooming-v2 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"417b8762-1987-487d-af19-99f1f6f270b3","url":"https://onlylabs.fyi/signals/417b8762-1987-487d-af19-99f1f6f270b3","json_url":"https://onlylabs.fyi/signals/417b8762-1987-487d-af19-99f1f6f270b3/signal.json","source_url":"https://github.com/inclusionAI/Zooming-without-Zooming-v2","title":"inclusionAI/Zooming-without-Zooming-v2","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":"2026-10-14T08:20:34+00:00","first_seen_at":"2026-10-28T07:01:04.276759+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/Zooming-without-Zooming-v2"]},"facets":{"repo":"inclusionAI/Zooming-without-Zooming-v2","language":"Python"},"traction":{"github_stars":13,"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/Zooming-without-Zooming-v2","final_url":"https://github.com/inclusionAI/Zooming-without-Zooming-v2","title":"inclusionAI/Zooming-without-Zooming-v2 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-28T07:04:12.79835+00:00","bytes":15566,"raw_path":"db0c84d098f5b55b3b82a62ec13b19b8b5dd6793a4c74ad65146c894344f36b6.json","content_hash":"99d2f96daab75c46f458b6caae84d6101d8a671772af31ddfd164db201407dc0","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/Zooming-without-Zooming-v2 Language: Python License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2026-10-14T08:20:34Z Pushed: 2026-10-27T21:27:06Z Default branch: main Fork: no Archived: no README: Zooming without Zooming v2 (ZwZ2) 📃 Paper | 🏠 Project | 🤗 ZwZ2-RL-VQA 🤗 ZwZ2-4B | 🤗 ZwZ2-9B | 🤗 ZwZ2-27B ✨ Introduction **Zooming without Zooming v2** connects fine-grained visual evidence across regions. We train **ZwZ2-4B/9B/27B** with reinforcement learning on 20.4K verified, multi-region VQA examples. Training uses full images; inference needs no zooming tools. The models transfer across perception, spatial reasoning, long-context understanding and multimodal agents. ⚙️ Method **EvidenceConnect** turns evidence from 3–7 image regions into verifiable supervision: 1. Discover grounded regions and synthesize questions that connect their evidence. 2. Verify answers through cross-model agreement and adaptive region-ablation tests. 3. Train on the full-image view with GRPO, without supervised fine-tuning. 📊 Performance Results on **25 benchmarks across six domains** (accuracy, %). 🤗 Models and Data | Model | Base model | | --- | --- | | ZwZ2-4B | Qwen3.5-4B |..."},"evidence_pages":[],"related_signals":[{"id":"fe9dcdf5-f7c0-4d59-85a0-672b05cf8304","url":"https://onlylabs.fyi/signals/fe9dcdf5-f7c0-4d59-85a0-672b05cf8304","source_url":"https://github.com/inclusionAI/IDM","title":"inclusionAI/IDM","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-29T11:13:43+00:00","first_seen_at":"2026-10-30T07:01:01.609324+00:00","date_source":"source"},{"id":"9617a007-b612-4560-8297-1b1db634b0f7","url":"https://onlylabs.fyi/signals/9617a007-b612-4560-8297-1b1db634b0f7","source_url":"https://github.com/inclusionAI/ubtree","title":"inclusionAI/ubtree","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-28T07:48:11+00:00","first_seen_at":"2026-10-29T07:01:05.378872+00:00","date_source":"source"},{"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"}]}