{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Repo: zai-org/Kaleido","description":"Zhipu AI (GLM) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/15940882-4506-4a77-ad14-0eed9b58b2fe","json_url":"https://onlylabs.fyi/signals/15940882-4506-4a77-ad14-0eed9b58b2fe/signal.json","generated_at":"2026-06-11T01:45:56.720144+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/15940882-4506-4a77-ad14-0eed9b58b2fe","signal_json":"https://onlylabs.fyi/signals/15940882-4506-4a77-ad14-0eed9b58b2fe/signal.json","source":"https://github.com/zai-org/Kaleido","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Zhipu AI (GLM) published zai-org/Kaleido (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo zai-org/Kaleido · language Python · Solid new repo with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/zai-org/Kaleido","source_host":"github.com","occurred_at":"2025-10-20T15:13:25+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Zhipu AI (GLM)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"zai-org/Kaleido","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"134","source":"traction"},{"label":"Notability","value":"Solid new repo with moderate stars","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data 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signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/15940882-4506-4a77-ad14-0eed9b58b2fe/signal.json","required":true},{"label":"source","url":"https://github.com/zai-org/Kaleido","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":null,"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 repo signal \"zai-org/Kaleido\" for frontier lab strategy."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/Kaleido","text":"Zhipu AI (GLM) published repo zai-org/Kaleido."},{"subject":"zai-org/Kaleido","predicate":"is classified as","object":"repo signal","text":"zai-org/Kaleido is classified as repo signal."},{"subject":"zai-org/Kaleido","predicate":"belongs to","object":"repos desk","text":"zai-org/Kaleido belongs to repos desk."},{"subject":"zai-org/Kaleido","predicate":"has context","object":"Python","text":"zai-org/Kaleido has context Python."},{"subject":"zai-org/Kaleido","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/Kaleido has evidence coverage 1 captured evidence page."},{"subject":"zai-org/Kaleido","predicate":"has captured page count","object":"1","text":"zai-org/Kaleido has captured page count 1."},{"subject":"zai-org/Kaleido","predicate":"has readable page count","object":"1","text":"zai-org/Kaleido has readable page count 1."},{"subject":"zai-org/Kaleido","predicate":"has related signal count","object":"6","text":"zai-org/Kaleido has related signal count 6."},{"subject":"zai-org/Kaleido","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"zai-org/Kaleido has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"zai-org/Kaleido","predicate":"has source host","object":"github.com","text":"zai-org/Kaleido has source host github.com."},{"subject":"zai-org/Kaleido","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/Kaleido has lab Zhipu AI (GLM)."},{"subject":"zai-org/Kaleido","predicate":"has signal desk","object":"repos","text":"zai-org/Kaleido has signal desk repos."},{"subject":"zai-org/Kaleido","predicate":"has source host","object":"github.com","text":"zai-org/Kaleido has source host github.com."},{"subject":"zai-org/Kaleido","predicate":"has repository","object":"zai-org/Kaleido","text":"zai-org/Kaleido has repository zai-org/Kaleido."},{"subject":"zai-org/Kaleido","predicate":"has language","object":"Python","text":"zai-org/Kaleido has language Python."},{"subject":"zai-org/Kaleido","predicate":"has stars","object":"134","text":"zai-org/Kaleido has stars 134."},{"subject":"zai-org/Kaleido","predicate":"has notability","object":"Solid new repo with moderate stars","text":"zai-org/Kaleido has notability Solid new repo with moderate stars."},{"subject":"zai-org/Kaleido","predicate":"has watch term","object":"Model card","text":"zai-org/Kaleido has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"Zhipu AI (GLM) published zai-org/Kaleido (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo zai-org/Kaleido · language Python · Solid new repo with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/Kaleido","text":"Zhipu AI (GLM) published repo zai-org/Kaleido."},{"subject":"zai-org/Kaleido","predicate":"is classified as","object":"repo signal","text":"zai-org/Kaleido is classified as repo signal."},{"subject":"zai-org/Kaleido","predicate":"belongs to","object":"repos desk","text":"zai-org/Kaleido belongs to repos desk."},{"subject":"zai-org/Kaleido","predicate":"has context","object":"Python","text":"zai-org/Kaleido has context Python."},{"subject":"zai-org/Kaleido","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/Kaleido has evidence coverage 1 captured evidence page."}]},"signal":{"id":"15940882-4506-4a77-ad14-0eed9b58b2fe","url":"https://onlylabs.fyi/signals/15940882-4506-4a77-ad14-0eed9b58b2fe","json_url":"https://onlylabs.fyi/signals/15940882-4506-4a77-ad14-0eed9b58b2fe/signal.json","source_url":"https://github.com/zai-org/Kaleido","title":"zai-org/Kaleido","summary":"Zhipu AI (GLM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2025-10-20T15:13:25+00:00","first_seen_at":"2026-06-05T20:58:54.761814+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://github.com/zai-org/Kaleido"]},"facets":{"repo":"zai-org/Kaleido","language":"Python"},"traction":{"github_stars":134,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/zai-org/Kaleido","final_url":"https://github.com/zai-org/Kaleido","title":"zai-org/Kaleido repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:45:56.720144+00:00","bytes":19535,"raw_path":"c19adb1848560e5ef73ce14012499fc80be7f894f63fb8a08ab431aaaa58d78e.json","content_hash":"50a30f16ecd4889b9d5621e44e22e7974c5842ba6c0d12b82b09a18e59103cc4","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/Kaleido Description: Kaleido: Open-sourced multi-subject reference video generation model, enabling controllable, high-fidelity video synthesis from multiple image references. Language: Python Stars: 134 Forks: 14 Open issues: 6 Created: 2025-10-20T15:13:25Z Pushed: 2026-03-02T11:54:40Z Default branch: main Fork: no Archived: no README: <!-- # KALEIDO: OPEN-SOURCED MULTI-SUBJECT REFERENCE VIDEO GENERATION MODEL This repository contains the official implementation of **Kaleido**, proposed in our paper: <a href=\"https://arxiv.org/abs/2510.18573#\"> <img src=\"https://img.shields.io/badge/arXiv-2510.18573-B31B1B.svg\" style=\"vertical-align: middle;\"> </a> <div align=\"center\"> <img src='resources/examples_show.png' style=\"width: 90%;\"> </div> --> <p align=\"center\"> <img src=\"resources/kaleido-icon.png\" alt=\"Kaleido Icon\" width=\"30%\"> </p> <h1 align=\"center\">KALEIDO: OPEN-SOURCED MULTI-SUBJECT REFERENCE VIDEO GENERATION MODEL</h1> <div align='center'> <a href='https://scholar.google.com/citations?user=6Uqe9ewAAAAJ&hl=zh-CN&oi=sra' target='_blank'>Zhenxing Zhang</a>&emsp; <a href='https://scholar.google.com/citations?user=68PC4LMAAAAJ&hl=zh-CN&oi=sra' target='_blank'>Jiayan..."},"evidence_pages":[{"url":"https://github.com/zai-org/Kaleido","final_url":"https://github.com/zai-org/Kaleido","title":"zai-org/Kaleido repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:45:56.720144+00:00","bytes":19535,"raw_path":"c19adb1848560e5ef73ce14012499fc80be7f894f63fb8a08ab431aaaa58d78e.json","content_hash":"50a30f16ecd4889b9d5621e44e22e7974c5842ba6c0d12b82b09a18e59103cc4","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/Kaleido Description: Kaleido: Open-sourced multi-subject reference video generation model, enabling controllable, high-fidelity video synthesis from multiple image references. 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