{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/DR-Venus-4B-RL","description":"InclusionAI (Ant Group) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ff186850-cf17-4547-8a97-b1b67f8a35cc","json_url":"https://onlylabs.fyi/signals/ff186850-cf17-4547-8a97-b1b67f8a35cc/signal.json","generated_at":"2026-06-11T02:40:56.341112+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/ff186850-cf17-4547-8a97-b1b67f8a35cc","signal_json":"https://onlylabs.fyi/signals/ff186850-cf17-4547-8a97-b1b67f8a35cc/signal.json","source":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL","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/DR-Venus-4B-RL. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 200 HF downloads · Low download count, small model.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL","source_host":"huggingface.co","occurred_at":"2026-04-21T08:05:38+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Params","value":"4.4B","source":"model"},{"label":"Downloads","value":"200","source":"traction"},{"label":"Likes","value":"13","source":"traction"},{"label":"Notability","value":"Low download count, small model.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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://huggingface.co/inclusionAI/DR-Venus-4B-RL/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:40:56.341112+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ff186850-cf17-4547-8a97-b1b67f8a35cc/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 shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model 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/ff186850-cf17-4547-8a97-b1b67f8a35cc/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL","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 model signal \"inclusionAI/DR-Venus-4B-RL\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/DR-Venus-4B-RL","text":"InclusionAI (Ant Group) published model inclusionAI/DR-Venus-4B-RL."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"is classified as","object":"model signal","text":"inclusionAI/DR-Venus-4B-RL is classified as model signal."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"belongs to","object":"releases desk","text":"inclusionAI/DR-Venus-4B-RL belongs to releases desk."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/DR-Venus-4B-RL has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has captured page count","object":"1","text":"inclusionAI/DR-Venus-4B-RL has captured page count 1."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has readable page count","object":"1","text":"inclusionAI/DR-Venus-4B-RL has readable page count 1."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has related signal count","object":"6","text":"inclusionAI/DR-Venus-4B-RL has related signal count 6."},{"subject":"inclusionAI/DR-Venus-4B-RL","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/DR-Venus-4B-RL has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/DR-Venus-4B-RL has source host huggingface.co."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/DR-Venus-4B-RL has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has signal desk","object":"releases","text":"inclusionAI/DR-Venus-4B-RL has signal desk releases."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/DR-Venus-4B-RL has source host huggingface.co."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has params","object":"4.4B","text":"inclusionAI/DR-Venus-4B-RL has params 4.4B."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has downloads","object":"200","text":"inclusionAI/DR-Venus-4B-RL has downloads 200."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has likes","object":"13","text":"inclusionAI/DR-Venus-4B-RL has likes 13."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has notability","object":"Low download count, small model.","text":"inclusionAI/DR-Venus-4B-RL has notability Low download count, small model.."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has watch term","object":"RL environments","text":"inclusionAI/DR-Venus-4B-RL has watch term RL environments."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/DR-Venus-4B-RL. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 200 HF downloads · Low download count, small model.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/DR-Venus-4B-RL","text":"InclusionAI (Ant Group) published model inclusionAI/DR-Venus-4B-RL."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"is classified as","object":"model signal","text":"inclusionAI/DR-Venus-4B-RL is classified as model signal."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"belongs to","object":"releases desk","text":"inclusionAI/DR-Venus-4B-RL belongs to releases desk."},{"subject":"inclusionAI/DR-Venus-4B-RL","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/DR-Venus-4B-RL has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ff186850-cf17-4547-8a97-b1b67f8a35cc","url":"https://onlylabs.fyi/signals/ff186850-cf17-4547-8a97-b1b67f8a35cc","json_url":"https://onlylabs.fyi/signals/ff186850-cf17-4547-8a97-b1b67f8a35cc/signal.json","source_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL","title":"inclusionAI/DR-Venus-4B-RL","summary":"InclusionAI (Ant Group) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-21T08:05:38+00:00","first_seen_at":"2026-06-06T01:49:59.745196+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://huggingface.co/inclusionAI/DR-Venus-4B-RL/raw/main/README.md"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":200,"hf_likes":13},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL/raw/main/README.md","title":"inclusionAI/DR-Venus-4B-RL model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:56.341112+00:00","bytes":7287,"raw_path":"5e5f22339ed1ed6f3660a6de5614f78ecd22516a1d8fad84f62a40aebeb55372.md","content_hash":"a3b17b9c3c14516392e54b00464f706f5c7ee3e68f8511bdd9842e401905d359","excerpt_chars":1200,"truncated":true,"excerpt":"DR-Venus-4B-RL DR-Venus-4B-RL is the reinforcement-learned [DR-Venuss](https://github.com/inclusionAI/DR-Venuss) checkpoint built on top of [inclusionAI/DR-Venus-4B-SFT](https://huggingface.co/inclusionAI/DR-Venus-4B-SFT). It is a 4B deep research agent designed for long-horizon web research with explicit tool use, evidence collection, and answer generation. This model is trained entirely on open data. Starting from the SFT checkpoint, DR-Venus-4B-RL applies long-horizon agentic RL with IGPO-style information gain rewards and format-aware turn-level supervision to improve execution reliability under long tool-use trajectories. What This Model Is For This checkpoint is intended for: - long-horizon deep research with tool-augmented reasoning - improving execution reliability beyond supervised imitation - evidence-grounded answering with `search` and `visit` - deployment in the official [DR-Venuss inference pipeline](https://github.com/inclusionAI/DR-Venuss/tree/master/Inference) s It is not primarily optimized for: - plain chat without tools - generic short-context instruction following - use cases that do not need multi-step retrieval and browsing Model Details - Base model:..."},"evidence_pages":[{"url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-RL/raw/main/README.md","title":"inclusionAI/DR-Venus-4B-RL model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:56.341112+00:00","bytes":7287,"raw_path":"5e5f22339ed1ed6f3660a6de5614f78ecd22516a1d8fad84f62a40aebeb55372.md","content_hash":"a3b17b9c3c14516392e54b00464f706f5c7ee3e68f8511bdd9842e401905d359","excerpt_chars":1200,"truncated":true,"excerpt":"DR-Venus-4B-RL DR-Venus-4B-RL is the reinforcement-learned [DR-Venuss](https://github.com/inclusionAI/DR-Venuss) checkpoint built on top of [inclusionAI/DR-Venus-4B-SFT](https://huggingface.co/inclusionAI/DR-Venus-4B-SFT). It is a 4B deep research agent designed for long-horizon web research with explicit tool use, evidence collection, and answer generation. This model is trained entirely on open data. Starting from the SFT checkpoint, DR-Venus-4B-RL applies long-horizon agentic RL with IGPO-style information gain rewards and format-aware turn-level supervision to improve execution reliability under long tool-use trajectories. What This Model Is For This checkpoint is intended for: - long-horizon deep research with tool-augmented reasoning - improving execution reliability beyond supervised imitation - evidence-grounded answering with `search` and `visit` - deployment in the official [DR-Venuss inference pipeline](https://github.com/inclusionAI/DR-Venuss/tree/master/Inference) s It is not primarily optimized for: - plain chat without tools - generic short-context instruction following - use cases that do not need multi-step retrieval and browsing Model Details - Base model:..."}],"related_signals":[{"id":"107f41df-b146-4e20-b2f3-fe20b0beba2f","url":"https://onlylabs.fyi/signals/107f41df-b146-4e20-b2f3-fe20b0beba2f","source_url":"https://huggingface.co/inclusionAI/ARGenSeg-8B","title":"inclusionAI/ARGenSeg-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-15T02:33:52+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"dde86c8e-76c3-4d1e-83d6-49cf5c3f4ffb","url":"https://onlylabs.fyi/signals/dde86c8e-76c3-4d1e-83d6-49cf5c3f4ffb","source_url":"https://huggingface.co/inclusionAI/Ring-2.6-1T","title":"inclusionAI/Ring-2.6-1T","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-14T08:10:02+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"d6c4a960-010a-4ca7-8e50-d0daac87bfaf","url":"https://onlylabs.fyi/signals/d6c4a960-010a-4ca7-8e50-d0daac87bfaf","source_url":"https://huggingface.co/inclusionAI/LLaDA2.0-Uni-FP8","title":"inclusionAI/LLaDA2.0-Uni-FP8","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-06T08:03:43+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"d56c53e5-d719-424a-964b-24995a3277c7","url":"https://onlylabs.fyi/signals/d56c53e5-d719-424a-964b-24995a3277c7","source_url":"https://huggingface.co/inclusionAI/Ling-2.6-1T","title":"inclusionAI/Ling-2.6-1T","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-29T03:19:36+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"5f271d7b-0454-436e-b047-20873d891685","url":"https://onlylabs.fyi/signals/5f271d7b-0454-436e-b047-20873d891685","source_url":"https://huggingface.co/inclusionAI/Ling-2.6-flash","title":"inclusionAI/Ling-2.6-flash","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-28T03:27:56+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"34bceb00-128e-426c-9c45-ec7f6b585baa","url":"https://onlylabs.fyi/signals/34bceb00-128e-426c-9c45-ec7f6b585baa","source_url":"https://huggingface.co/inclusionAI/LLaDA2.0-Uni","title":"inclusionAI/LLaDA2.0-Uni","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-22T17:10:47+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"}]}