{"schema_version":"onlylabs.public_signal.v1","title":"ByteDance (Doubao/Seed) Model: ByteDance-Seed/Adversarial-Flow-Models","description":"ByteDance (Doubao/Seed) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827","json_url":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827/signal.json","generated_at":"2026-06-11T02:49:50.710963+00:00","org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/bytedance","dossier_json_url":"https://onlylabs.fyi/labs/bytedance/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827","signal_json":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827/signal.json","source":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models","lab_dossier":"https://onlylabs.fyi/labs/bytedance","lab_dossier_json":"https://onlylabs.fyi/labs/bytedance/dossier.json","analysis":"https://onlylabs.fyi/analysis/bytedance","analysis_json":"https://onlylabs.fyi/analysis/bytedance/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/bytedance/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/Adversarial-Flow-Models. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 0 HF downloads · Notable research from major company, but not a flagship 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/ByteDance-Seed/Adversarial-Flow-Models","source_host":"huggingface.co","occurred_at":"2025-12-02T06:03:23+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"ByteDance (Doubao/Seed)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"License","value":"mit","source":"model"},{"label":"Downloads","value":"0","source":"traction"},{"label":"Likes","value":"13","source":"traction"},{"label":"Notability","value":"Notable research from major company, but not a flagship model.","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"}],"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/ByteDance-Seed/Adversarial-Flow-Models/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:50.710963+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827/signal.json","dossier_json":"https://onlylabs.fyi/labs/bytedance/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/bytedance/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/bytedance/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827/signal.json","required":true},{"label":"source","url":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/bytedance/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/bytedance/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 ByteDance (Doubao/Seed)'s model signal \"ByteDance-Seed/Adversarial-Flow-Models\" for frontier lab strategy."},"semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published model","object":"ByteDance-Seed/Adversarial-Flow-Models","text":"ByteDance (Doubao/Seed) published model ByteDance-Seed/Adversarial-Flow-Models."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"is classified as","object":"model signal","text":"ByteDance-Seed/Adversarial-Flow-Models is classified as model signal."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"belongs to","object":"releases desk","text":"ByteDance-Seed/Adversarial-Flow-Models belongs to releases desk."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/Adversarial-Flow-Models has evidence coverage 1 captured evidence page."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has captured page count","object":"1","text":"ByteDance-Seed/Adversarial-Flow-Models has captured page count 1."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has readable page count","object":"1","text":"ByteDance-Seed/Adversarial-Flow-Models has readable page count 1."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has related signal count","object":"6","text":"ByteDance-Seed/Adversarial-Flow-Models has related signal count 6."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","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":"ByteDance-Seed/Adversarial-Flow-Models has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has source host","object":"huggingface.co","text":"ByteDance-Seed/Adversarial-Flow-Models has source host huggingface.co."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has lab","object":"ByteDance (Doubao/Seed)","text":"ByteDance-Seed/Adversarial-Flow-Models has lab ByteDance (Doubao/Seed)."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has signal desk","object":"releases","text":"ByteDance-Seed/Adversarial-Flow-Models has signal desk releases."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has source host","object":"huggingface.co","text":"ByteDance-Seed/Adversarial-Flow-Models has source host huggingface.co."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has license","object":"mit","text":"ByteDance-Seed/Adversarial-Flow-Models has license mit."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has downloads","object":"0","text":"ByteDance-Seed/Adversarial-Flow-Models has downloads 0."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has likes","object":"13","text":"ByteDance-Seed/Adversarial-Flow-Models has likes 13."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has notability","object":"Notable research from major company, but not a flagship model.","text":"ByteDance-Seed/Adversarial-Flow-Models has notability Notable research from major company, but not a flagship model.."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has watch term","object":"Model card","text":"ByteDance-Seed/Adversarial-Flow-Models has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/Adversarial-Flow-Models. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 0 HF downloads · Notable research from major company, but not a flagship model.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published model","object":"ByteDance-Seed/Adversarial-Flow-Models","text":"ByteDance (Doubao/Seed) published model ByteDance-Seed/Adversarial-Flow-Models."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"is classified as","object":"model signal","text":"ByteDance-Seed/Adversarial-Flow-Models is classified as model signal."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"belongs to","object":"releases desk","text":"ByteDance-Seed/Adversarial-Flow-Models belongs to releases desk."},{"subject":"ByteDance-Seed/Adversarial-Flow-Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/Adversarial-Flow-Models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0dc8d2c5-82d2-434a-a619-f9ac64d0f827","url":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827","json_url":"https://onlylabs.fyi/signals/0dc8d2c5-82d2-434a-a619-f9ac64d0f827/signal.json","source_url":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models","title":"ByteDance-Seed/Adversarial-Flow-Models","summary":"ByteDance (Doubao/Seed) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2025-12-02T06:03:23+00:00","first_seen_at":"2026-06-06T01:49:32.240375+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/ByteDance-Seed/Adversarial-Flow-Models/raw/main/README.md"]},"facets":{"license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":0,"hf_likes":13},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models/raw/main/README.md","final_url":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models/raw/main/README.md","title":"ByteDance-Seed/Adversarial-Flow-Models model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:50.710963+00:00","bytes":841,"raw_path":"a771b5ce5c2cb557eb15461323557f73f92d6af8f940df91bb1e5e40ab4590e4.md","content_hash":"adf9f20bda205022aae3268640e435ca8f0ff97aeaf16d92874e1a23170e28d3","excerpt_chars":1200,"truncated":false,"excerpt":"--- license: mit --- Adversarial Flow Models This repository contains the official assets of [Adversarial Flow Models](https://www.arxiv.org/abs/2511.22475) and [Continuous Adversarial Flow Models](https://arxiv.org/abs/2604.11521). Usage Code and instructions are available in the [ByteDance-Seed/Adversarial-Flow-Models](https://github.com/ByteDance-Seed/Adversarial-Flow-Models) repository. Citation ```bibtex @article{afm, title={Adversarial Flow Models}, author={Lin, Shanchuan and Yang, Ceyuan and Lin, Zhijie and Chen, Hao and Fan, Haoqi}, journal={arXiv preprint arXiv:2511.22475}, year={2025} } @article{cafm, title={Continuous Adversarial Flow Models}, author={Lin, Shanchuan and Yang, Ceyuan and Lin, Zhijie and Chen, Hao and Fan, Haoqi}, journal={arXiv preprint arXiv:2604.11521}, year={2026} } ```"},"evidence_pages":[{"url":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models/raw/main/README.md","final_url":"https://huggingface.co/ByteDance-Seed/Adversarial-Flow-Models/raw/main/README.md","title":"ByteDance-Seed/Adversarial-Flow-Models model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:50.710963+00:00","bytes":841,"raw_path":"a771b5ce5c2cb557eb15461323557f73f92d6af8f940df91bb1e5e40ab4590e4.md","content_hash":"adf9f20bda205022aae3268640e435ca8f0ff97aeaf16d92874e1a23170e28d3","excerpt_chars":1200,"truncated":false,"excerpt":"--- license: mit --- Adversarial Flow Models This repository contains the official assets of [Adversarial Flow Models](https://www.arxiv.org/abs/2511.22475) and [Continuous Adversarial Flow Models](https://arxiv.org/abs/2604.11521). Usage Code and instructions are available in the [ByteDance-Seed/Adversarial-Flow-Models](https://github.com/ByteDance-Seed/Adversarial-Flow-Models) repository. Citation ```bibtex @article{afm, title={Adversarial Flow Models}, author={Lin, Shanchuan and Yang, Ceyuan and Lin, Zhijie and Chen, Hao and Fan, Haoqi}, journal={arXiv preprint arXiv:2511.22475}, year={2025} } @article{cafm, title={Continuous Adversarial Flow Models}, author={Lin, Shanchuan and Yang, Ceyuan and Lin, Zhijie and Chen, Hao and Fan, Haoqi}, journal={arXiv preprint arXiv:2604.11521}, year={2026} } ```"}],"related_signals":[{"id":"531e8c80-7cb1-412c-a757-f02e544b66bd","url":"https://onlylabs.fyi/signals/531e8c80-7cb1-412c-a757-f02e544b66bd","source_url":"https://huggingface.co/ByteDance-Seed/TaskMem","title":"ByteDance-Seed/TaskMem","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-06-02T03:10:24+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"4add7ea8-8980-4072-842f-2f2bc5bf9a84","url":"https://onlylabs.fyi/signals/4add7ea8-8980-4072-842f-2f2bc5bf9a84","source_url":"https://huggingface.co/ByteDance-Seed/SimArt","title":"ByteDance-Seed/SimArt","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-19T08:55:39+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"a6b59621-a4bd-4f69-a1c7-81dd4c45f526","url":"https://onlylabs.fyi/signals/a6b59621-a4bd-4f69-a1c7-81dd4c45f526","source_url":"https://huggingface.co/ByteDance-Seed/Cola-DLM","title":"ByteDance-Seed/Cola-DLM","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-15T07:55:26+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"4c28f3ad-c7fa-4484-b740-27b5e098fde1","url":"https://onlylabs.fyi/signals/4c28f3ad-c7fa-4484-b740-27b5e098fde1","source_url":"https://huggingface.co/ByteDance-Seed/Stable-DiffCoder-8B-Instruct","title":"ByteDance-Seed/Stable-DiffCoder-8B-Instruct","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-01-15T07:49:01+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"509454a6-8557-4fd7-bd6d-56e01ad15d28","url":"https://onlylabs.fyi/signals/509454a6-8557-4fd7-bd6d-56e01ad15d28","source_url":"https://huggingface.co/ByteDance-Seed/Stable-DiffCoder-8B-Base","title":"ByteDance-Seed/Stable-DiffCoder-8B-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-01-15T07:48:10+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"65056b70-b5de-497f-9b38-280f8e0c82da","url":"https://onlylabs.fyi/signals/65056b70-b5de-497f-9b38-280f8e0c82da","source_url":"https://huggingface.co/ByteDance-Seed/VINCIE-7B","title":"ByteDance-Seed/VINCIE-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-01-06T05:59:42+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"}]}