{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/DR-Venus-4B-SFT","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/a3865d6a-62d0-4da5-bcd7-395f5b680bcf","json_url":"https://onlylabs.fyi/signals/a3865d6a-62d0-4da5-bcd7-395f5b680bcf/signal.json","generated_at":"2026-06-11T02:40:56.223735+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/a3865d6a-62d0-4da5-bcd7-395f5b680bcf","signal_json":"https://onlylabs.fyi/signals/a3865d6a-62d0-4da5-bcd7-395f5b680bcf/signal.json","source":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT","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-SFT. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 232 HF downloads · Low traction model release. 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-SFT","source_host":"huggingface.co","occurred_at":"2026-04-21T07:29:33+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":"232","source":"traction"},{"label":"Likes","value":"7","source":"traction"},{"label":"Notability","value":"Low traction model release","source":"signal"},{"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-SFT/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:40:56.223735+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a3865d6a-62d0-4da5-bcd7-395f5b680bcf/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/a3865d6a-62d0-4da5-bcd7-395f5b680bcf/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT","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-SFT\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/DR-Venus-4B-SFT","text":"InclusionAI (Ant Group) published model inclusionAI/DR-Venus-4B-SFT."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"is classified as","object":"model signal","text":"inclusionAI/DR-Venus-4B-SFT is classified as model signal."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"belongs to","object":"releases desk","text":"inclusionAI/DR-Venus-4B-SFT belongs to releases desk."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/DR-Venus-4B-SFT has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has captured page count","object":"1","text":"inclusionAI/DR-Venus-4B-SFT has captured page count 1."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has readable page count","object":"1","text":"inclusionAI/DR-Venus-4B-SFT has readable page count 1."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has related signal count","object":"6","text":"inclusionAI/DR-Venus-4B-SFT has related signal count 6."},{"subject":"inclusionAI/DR-Venus-4B-SFT","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-SFT 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-SFT","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/DR-Venus-4B-SFT has source host huggingface.co."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/DR-Venus-4B-SFT has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has signal desk","object":"releases","text":"inclusionAI/DR-Venus-4B-SFT has signal desk releases."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/DR-Venus-4B-SFT has source host huggingface.co."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has params","object":"4.4B","text":"inclusionAI/DR-Venus-4B-SFT has params 4.4B."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has downloads","object":"232","text":"inclusionAI/DR-Venus-4B-SFT has downloads 232."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has likes","object":"7","text":"inclusionAI/DR-Venus-4B-SFT has likes 7."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has notability","object":"Low traction model release","text":"inclusionAI/DR-Venus-4B-SFT has notability Low traction model release."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/DR-Venus-4B-SFT has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/DR-Venus-4B-SFT. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 232 HF downloads · Low traction model release. 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-SFT","text":"InclusionAI (Ant Group) published model inclusionAI/DR-Venus-4B-SFT."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"is classified as","object":"model signal","text":"inclusionAI/DR-Venus-4B-SFT is classified as model signal."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"belongs to","object":"releases desk","text":"inclusionAI/DR-Venus-4B-SFT belongs to releases desk."},{"subject":"inclusionAI/DR-Venus-4B-SFT","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/DR-Venus-4B-SFT has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a3865d6a-62d0-4da5-bcd7-395f5b680bcf","url":"https://onlylabs.fyi/signals/a3865d6a-62d0-4da5-bcd7-395f5b680bcf","json_url":"https://onlylabs.fyi/signals/a3865d6a-62d0-4da5-bcd7-395f5b680bcf/signal.json","source_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT","title":"inclusionAI/DR-Venus-4B-SFT","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":"2026-04-21T07:29:33+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-SFT/raw/main/README.md"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":232,"hf_likes":7},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT/raw/main/README.md","title":"inclusionAI/DR-Venus-4B-SFT model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:56.223735+00:00","bytes":6887,"raw_path":"b9d095de35ba48caa4f027d8bf9e4468cad7bf2f3c244f7a49886cba733321a1.md","content_hash":"bee0efc8afe3bb6d4e8f1ad1889d76339bd3637a63936645c9fb5cd3c00c2086","excerpt_chars":1200,"truncated":true,"excerpt":"DR-Venus-4B-SFT DR-Venus-4B-SFT is a 4B deep research agent obtained by fine-tuning [Qwen/Qwen3-4B-Thinking-2507](https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507) on cleaned open-data agent trajectories. It is the supervised initialization checkpoint of [DR-Venus](https://github.com/inclusionAI/DR-Venus) and is designed to establish stable long-horizon agentic behavior, including reasoning, tool use, evidence collection, and final answer synthesis. Instead of relying on proprietary traces, DR-Venus-4B-SFT is trained entirely on open [REDSearcher](https://github.com/RedSearchAgent/REDSearcher) trajectories after environment alignment, structural cleaning, correctness filtering, and turn-aware resampling. What This Model Is For This checkpoint is intended for: - deep research agents with long-horizon tool use - open-domain information seeking with `search` and `visit` tools - initializing stronger agentic checkpoints before RL - deployment in the official [DR-Venus inference pipeline](https://github.com/inclusionAI/DR-Venus/tree/master/Inference) It is not primarily optimized for: - plain chat without tool use - generic instruction-following benchmarks - short-context QA without..."},"evidence_pages":[{"url":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/DR-Venus-4B-SFT/raw/main/README.md","title":"inclusionAI/DR-Venus-4B-SFT model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:56.223735+00:00","bytes":6887,"raw_path":"b9d095de35ba48caa4f027d8bf9e4468cad7bf2f3c244f7a49886cba733321a1.md","content_hash":"bee0efc8afe3bb6d4e8f1ad1889d76339bd3637a63936645c9fb5cd3c00c2086","excerpt_chars":1200,"truncated":true,"excerpt":"DR-Venus-4B-SFT DR-Venus-4B-SFT is a 4B deep research agent obtained by fine-tuning [Qwen/Qwen3-4B-Thinking-2507](https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507) on cleaned open-data agent trajectories. It is the supervised initialization checkpoint of [DR-Venus](https://github.com/inclusionAI/DR-Venus) and is designed to establish stable long-horizon agentic behavior, including reasoning, tool use, evidence collection, and final answer synthesis. Instead of relying on proprietary traces, DR-Venus-4B-SFT is trained entirely on open [REDSearcher](https://github.com/RedSearchAgent/REDSearcher) trajectories after environment alignment, structural cleaning, correctness filtering, and turn-aware resampling. What This Model Is For This checkpoint is intended for: - deep research agents with long-horizon tool use - open-domain information seeking with `search` and `visit` tools - initializing stronger agentic checkpoints before RL - deployment in the official [DR-Venus inference pipeline](https://github.com/inclusionAI/DR-Venus/tree/master/Inference) It is not primarily optimized for: - plain chat without tool use - generic instruction-following benchmarks - short-context QA without..."}],"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"}]}