{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/TwinFlow-Z-Image-Turbo","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/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625","json_url":"https://onlylabs.fyi/signals/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625/signal.json","generated_at":"2026-06-11T02:49:47.778616+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/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625","signal_json":"https://onlylabs.fyi/signals/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625/signal.json","source":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo","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/TwinFlow-Z-Image-Turbo. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 12 HF downloads · Very low traction, routine 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/TwinFlow-Z-Image-Turbo","source_host":"huggingface.co","occurred_at":"2025-12-23T08:42:21+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":"Task","value":"text-to-image","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"diffusers","source":"model"},{"label":"Downloads","value":"12","source":"traction"},{"label":"Likes","value":"212","source":"traction"},{"label":"Notability","value":"Very low traction, routine model release","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","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/TwinFlow-Z-Image-Turbo/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:47.778616+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625/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/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo","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/TwinFlow-Z-Image-Turbo\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/TwinFlow-Z-Image-Turbo","text":"InclusionAI (Ant Group) published model inclusionAI/TwinFlow-Z-Image-Turbo."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"is classified as","object":"model signal","text":"inclusionAI/TwinFlow-Z-Image-Turbo is classified as model signal."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"belongs to","object":"releases desk","text":"inclusionAI/TwinFlow-Z-Image-Turbo belongs to releases desk."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/TwinFlow-Z-Image-Turbo has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has captured page count","object":"1","text":"inclusionAI/TwinFlow-Z-Image-Turbo has captured page count 1."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has readable page count","object":"1","text":"inclusionAI/TwinFlow-Z-Image-Turbo has readable page count 1."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has related signal count","object":"6","text":"inclusionAI/TwinFlow-Z-Image-Turbo has related signal count 6."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","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/TwinFlow-Z-Image-Turbo has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/TwinFlow-Z-Image-Turbo has source host huggingface.co."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/TwinFlow-Z-Image-Turbo has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has signal desk","object":"releases","text":"inclusionAI/TwinFlow-Z-Image-Turbo has signal desk releases."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/TwinFlow-Z-Image-Turbo has source host huggingface.co."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has task","object":"text-to-image","text":"inclusionAI/TwinFlow-Z-Image-Turbo has task text-to-image."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has license","object":"apache-2.0","text":"inclusionAI/TwinFlow-Z-Image-Turbo has license apache-2.0."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has library","object":"diffusers","text":"inclusionAI/TwinFlow-Z-Image-Turbo has library diffusers."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has downloads","object":"12","text":"inclusionAI/TwinFlow-Z-Image-Turbo has downloads 12."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has likes","object":"212","text":"inclusionAI/TwinFlow-Z-Image-Turbo has likes 212."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/TwinFlow-Z-Image-Turbo. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 12 HF downloads · Very low traction, routine 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/TwinFlow-Z-Image-Turbo","text":"InclusionAI (Ant Group) published model inclusionAI/TwinFlow-Z-Image-Turbo."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"is classified as","object":"model signal","text":"inclusionAI/TwinFlow-Z-Image-Turbo is classified as model signal."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"belongs to","object":"releases desk","text":"inclusionAI/TwinFlow-Z-Image-Turbo belongs to releases desk."},{"subject":"inclusionAI/TwinFlow-Z-Image-Turbo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/TwinFlow-Z-Image-Turbo has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625","url":"https://onlylabs.fyi/signals/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625","json_url":"https://onlylabs.fyi/signals/b0dbc6eb-a0a7-4b0c-bf7a-1443ef794625/signal.json","source_url":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo","title":"inclusionAI/TwinFlow-Z-Image-Turbo","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":"2025-12-23T08:42:21+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/TwinFlow-Z-Image-Turbo/raw/main/README.md"]},"facets":{"pipeline_tag":"text-to-image","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":12,"hf_likes":212},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo/raw/main/README.md","title":"inclusionAI/TwinFlow-Z-Image-Turbo model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:47.778616+00:00","bytes":3895,"raw_path":"14c60ba47bc8576cda1bc87de190576d9030a495bbf18af6cdd412467f03b002.md","content_hash":"aec04768ee784f865b77386423da116e47f9b74e34fb8089dd1257a4e6e53914","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: - Tongyi-MAI/Z-Image-Turbo pipeline_tag: text-to-image library_name: diffusers license: apache-2.0 --- <h1 align=\"center\">TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows</h1> <div align=\"center\"> [![Project Page](https://img.shields.io/badge/Project%20Page-133399.svg?logo=homepage)](https://zhenglin-cheng.com/twinflow)&#160; [![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Model-TwinFlow--Qwen--Image-yellow)](https://huggingface.co/inclusionAI/TwinFlow)&#160; [![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Model-TwinFlow--Z--Image--Turbo--exp-yellow)](https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo)&#160; [![Github Repo](https://img.shields.io/badge/inclusionAI%2FTwinFlow-black?logo=github)](https://github.com/inclusionAI/TwinFlow)&#160; <a href=\"https://arxiv.org/abs/2512.05150\" target=\"_blank\"><img src=\"https://img.shields.io/badge/Paper-b5212f.svg?logo=arxiv\" height=\"21px\"></a> </div> News - We release experimental version of faster Z-Image-Turbo! - We release **TwinFlow-Qwen-Image-v1.0**! And we are also working on **Z-Image-Turbo to make it more faster**! TwinFlow Checkout 2-NFE..."},"evidence_pages":[{"url":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo/raw/main/README.md","title":"inclusionAI/TwinFlow-Z-Image-Turbo model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:47.778616+00:00","bytes":3895,"raw_path":"14c60ba47bc8576cda1bc87de190576d9030a495bbf18af6cdd412467f03b002.md","content_hash":"aec04768ee784f865b77386423da116e47f9b74e34fb8089dd1257a4e6e53914","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: - Tongyi-MAI/Z-Image-Turbo pipeline_tag: text-to-image library_name: diffusers license: apache-2.0 --- <h1 align=\"center\">TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows</h1> <div align=\"center\"> [![Project Page](https://img.shields.io/badge/Project%20Page-133399.svg?logo=homepage)](https://zhenglin-cheng.com/twinflow)&#160; [![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Model-TwinFlow--Qwen--Image-yellow)](https://huggingface.co/inclusionAI/TwinFlow)&#160; [![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Model-TwinFlow--Z--Image--Turbo--exp-yellow)](https://huggingface.co/inclusionAI/TwinFlow-Z-Image-Turbo)&#160; [![Github Repo](https://img.shields.io/badge/inclusionAI%2FTwinFlow-black?logo=github)](https://github.com/inclusionAI/TwinFlow)&#160; <a href=\"https://arxiv.org/abs/2512.05150\" target=\"_blank\"><img src=\"https://img.shields.io/badge/Paper-b5212f.svg?logo=arxiv\" height=\"21px\"></a> </div> News - We release experimental version of faster Z-Image-Turbo! - We release **TwinFlow-Qwen-Image-v1.0**! And we are also working on **Z-Image-Turbo to make it more faster**! TwinFlow Checkout 2-NFE..."}],"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"}]}