{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Model: zai-org/SCAIL-2","description":"Zhipu AI (GLM) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b","json_url":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b/signal.json","generated_at":"2026-06-11T01:22:41.179156+00:00","org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/zhipu","dossier_json_url":"https://onlylabs.fyi/labs/zhipu/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b","signal_json":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b/signal.json","source":"https://huggingface.co/zai-org/SCAIL-2","lab_dossier":"https://onlylabs.fyi/labs/zhipu","lab_dossier_json":"https://onlylabs.fyi/labs/zhipu/dossier.json","analysis":"https://onlylabs.fyi/analysis/zhipu","analysis_json":"https://onlylabs.fyi/analysis/zhipu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/zhipu/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":"Zhipu AI (GLM) published zai-org/SCAIL-2. 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. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/zai-org/SCAIL-2","source_host":"huggingface.co","occurred_at":"2026-06-09T07:18:27+00:00","first_seen_at":"2026-06-10T07:00:57.715408+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Zhipu AI (GLM)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"image-to-video","source":"model"},{"label":"License","value":"mit","source":"model"},{"label":"Library","value":"diffusers","source":"model"},{"label":"Downloads","value":"0","source":"traction"},{"label":"Likes","value":"90","source":"traction"},{"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/zai-org/SCAIL-2/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:22:41.179156+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b/signal.json","dossier_json":"https://onlylabs.fyi/labs/zhipu/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/zhipu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/zhipu/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/868269e7-f86e-47ba-bdf0-df7043ea921b/signal.json","required":true},{"label":"source","url":"https://huggingface.co/zai-org/SCAIL-2","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/zhipu/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/zhipu/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 Zhipu AI (GLM)'s model signal \"zai-org/SCAIL-2\" for frontier lab strategy."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published model","object":"zai-org/SCAIL-2","text":"Zhipu AI (GLM) published model zai-org/SCAIL-2."},{"subject":"zai-org/SCAIL-2","predicate":"is classified as","object":"model signal","text":"zai-org/SCAIL-2 is classified as model signal."},{"subject":"zai-org/SCAIL-2","predicate":"belongs to","object":"releases desk","text":"zai-org/SCAIL-2 belongs to releases desk."},{"subject":"zai-org/SCAIL-2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/SCAIL-2 has evidence coverage 1 captured evidence page."},{"subject":"zai-org/SCAIL-2","predicate":"has captured page count","object":"1","text":"zai-org/SCAIL-2 has captured page count 1."},{"subject":"zai-org/SCAIL-2","predicate":"has readable page count","object":"1","text":"zai-org/SCAIL-2 has readable page count 1."},{"subject":"zai-org/SCAIL-2","predicate":"has related signal count","object":"6","text":"zai-org/SCAIL-2 has related signal count 6."},{"subject":"zai-org/SCAIL-2","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":"zai-org/SCAIL-2 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"zai-org/SCAIL-2","predicate":"has source host","object":"huggingface.co","text":"zai-org/SCAIL-2 has source host huggingface.co."},{"subject":"zai-org/SCAIL-2","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/SCAIL-2 has lab Zhipu AI (GLM)."},{"subject":"zai-org/SCAIL-2","predicate":"has signal desk","object":"releases","text":"zai-org/SCAIL-2 has signal desk releases."},{"subject":"zai-org/SCAIL-2","predicate":"has source host","object":"huggingface.co","text":"zai-org/SCAIL-2 has source host huggingface.co."},{"subject":"zai-org/SCAIL-2","predicate":"has task","object":"image-to-video","text":"zai-org/SCAIL-2 has task image-to-video."},{"subject":"zai-org/SCAIL-2","predicate":"has license","object":"mit","text":"zai-org/SCAIL-2 has license mit."},{"subject":"zai-org/SCAIL-2","predicate":"has library","object":"diffusers","text":"zai-org/SCAIL-2 has library diffusers."},{"subject":"zai-org/SCAIL-2","predicate":"has downloads","object":"0","text":"zai-org/SCAIL-2 has downloads 0."},{"subject":"zai-org/SCAIL-2","predicate":"has likes","object":"90","text":"zai-org/SCAIL-2 has likes 90."}]},"intelligence":{"signal_desk":"releases","answer":"Zhipu AI (GLM) published zai-org/SCAIL-2. 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. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published model","object":"zai-org/SCAIL-2","text":"Zhipu AI (GLM) published model zai-org/SCAIL-2."},{"subject":"zai-org/SCAIL-2","predicate":"is classified as","object":"model signal","text":"zai-org/SCAIL-2 is classified as model signal."},{"subject":"zai-org/SCAIL-2","predicate":"belongs to","object":"releases desk","text":"zai-org/SCAIL-2 belongs to releases desk."},{"subject":"zai-org/SCAIL-2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/SCAIL-2 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"868269e7-f86e-47ba-bdf0-df7043ea921b","url":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b","json_url":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b/signal.json","source_url":"https://huggingface.co/zai-org/SCAIL-2","title":"zai-org/SCAIL-2","summary":"Zhipu AI (GLM) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-06-09T07:18:27+00:00","first_seen_at":"2026-06-10T07:00:57.715408+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/zai-org/SCAIL-2/raw/main/README.md"]},"facets":{"pipeline_tag":"image-to-video","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":0,"hf_likes":90},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/zai-org/SCAIL-2/raw/main/README.md","final_url":"https://huggingface.co/zai-org/SCAIL-2/raw/main/README.md","title":"zai-org/SCAIL-2 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:22:41.179156+00:00","bytes":3286,"raw_path":"58cf9f42e2c8b3bc8f8b55f75f3210baf2c759cf6e41166fa9cf41442f6c7933.md","content_hash":"c4f07176a31c0d21c9ed75b180c98f557259a6073b9117aa423249cff6c6e17e","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit pipeline_tag: image-to-video tags: - character-animation - video-generation - pose-driven - diffusion library_name: diffusers --- SCAIL-2: Unifying Controlled Character Animation with End-to-end In-Context Conditioning <div align=\"center\"> <img src='https://img.shields.io/badge/📖 arXiv-coming soon-red'> <a href='https://teal024.github.io/SCAIL-2/'><img src='https://img.shields.io/badge/🌐 Project Page-green'></a> <a href='https://github.com/zai-org/SCAIL-2'><img src='https://img.shields.io/badge/💻 GitHub-black?logo=github'></a> </div> SCAIL-2 is an open-source model for **end-to-end controlled character animation**. It animates a reference character with a driving video, and also supports character replacement and multi-character scenarios without relying on intermediate pose representations. <p align=\"center\"> <img src='https://raw.githubusercontent.com/zai-org/SCAIL-2/refs/heads/wan-scail2/resources/teaser.png' alt='Teaser' width='90%'> </p> 🔎 Overview Prior approaches to character animation depend heavily on intermediate representations such as skeleton maps or inpainting masks. These intermediates are ambiguous under complex motion, restrict driving sources..."},"evidence_pages":[{"url":"https://huggingface.co/zai-org/SCAIL-2/raw/main/README.md","final_url":"https://huggingface.co/zai-org/SCAIL-2/raw/main/README.md","title":"zai-org/SCAIL-2 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:22:41.179156+00:00","bytes":3286,"raw_path":"58cf9f42e2c8b3bc8f8b55f75f3210baf2c759cf6e41166fa9cf41442f6c7933.md","content_hash":"c4f07176a31c0d21c9ed75b180c98f557259a6073b9117aa423249cff6c6e17e","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit pipeline_tag: image-to-video tags: - character-animation - video-generation - pose-driven - diffusion library_name: diffusers --- SCAIL-2: Unifying Controlled Character Animation with End-to-end In-Context Conditioning <div align=\"center\"> <img src='https://img.shields.io/badge/📖 arXiv-coming soon-red'> <a href='https://teal024.github.io/SCAIL-2/'><img src='https://img.shields.io/badge/🌐 Project Page-green'></a> <a href='https://github.com/zai-org/SCAIL-2'><img src='https://img.shields.io/badge/💻 GitHub-black?logo=github'></a> </div> SCAIL-2 is an open-source model for **end-to-end controlled character animation**. It animates a reference character with a driving video, and also supports character replacement and multi-character scenarios without relying on intermediate pose representations. <p align=\"center\"> <img src='https://raw.githubusercontent.com/zai-org/SCAIL-2/refs/heads/wan-scail2/resources/teaser.png' alt='Teaser' width='90%'> </p> 🔎 Overview Prior approaches to character animation depend heavily on intermediate representations such as skeleton maps or inpainting masks. These intermediates are ambiguous under complex motion, restrict driving sources..."}],"related_signals":[{"id":"f4fb4df8-c759-44a5-bc98-bac22072971f","url":"https://onlylabs.fyi/signals/f4fb4df8-c759-44a5-bc98-bac22072971f","source_url":"https://huggingface.co/zai-org/GLM-5.1","title":"zai-org/GLM-5.1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-04-03T09:28:47+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"72ee3bf6-586a-49e7-8f29-133f219c9fb7","url":"https://onlylabs.fyi/signals/72ee3bf6-586a-49e7-8f29-133f219c9fb7","source_url":"https://huggingface.co/zai-org/GLM-5","title":"zai-org/GLM-5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-02-11T04:55:46+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"8ed36a7c-374b-4509-9f39-7362837a795c","url":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c","source_url":"https://huggingface.co/zai-org/GLM-OCR","title":"zai-org/GLM-OCR","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-01-30T04:24:21+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"4df2cc6a-f8f6-4197-9766-c8ede6451b82","url":"https://onlylabs.fyi/signals/4df2cc6a-f8f6-4197-9766-c8ede6451b82","source_url":"https://huggingface.co/zai-org/GLM-4.7-Flash","title":"zai-org/GLM-4.7-Flash","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-01-19T06:28:10+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"63a74604-38af-4f72-a107-9ed3b5efa558","url":"https://onlylabs.fyi/signals/63a74604-38af-4f72-a107-9ed3b5efa558","source_url":"https://huggingface.co/zai-org/GLM-Image","title":"zai-org/GLM-Image","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-01-08T09:39:56+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"04722f66-05e2-4ba8-862c-2ba6fba5b149","url":"https://onlylabs.fyi/signals/04722f66-05e2-4ba8-862c-2ba6fba5b149","source_url":"https://huggingface.co/zai-org/GLM-4.7","title":"zai-org/GLM-4.7","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2025-12-22T07:45:52+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"}]}