{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Repo: zai-org/CogAgent","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/ebdb2c69-1053-4be0-a0a7-121965b47fe0","json_url":"https://onlylabs.fyi/signals/ebdb2c69-1053-4be0-a0a7-121965b47fe0/signal.json","generated_at":"2026-06-11T01:45:59.695138+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/ebdb2c69-1053-4be0-a0a7-121965b47fe0","signal_json":"https://onlylabs.fyi/signals/ebdb2c69-1053-4be0-a0a7-121965b47fe0/signal.json","source":"https://github.com/zai-org/CogAgent","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/CogAgent (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/CogAgent · language Python. 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/CogAgent","source_host":"github.com","occurred_at":"2023-11-28T09:28:08+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/CogAgent","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,183","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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://github.com/zai-org/CogAgent"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:45:59.695138+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ebdb2c69-1053-4be0-a0a7-121965b47fe0/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"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.","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/ebdb2c69-1053-4be0-a0a7-121965b47fe0/signal.json","required":true},{"label":"source","url":"https://github.com/zai-org/CogAgent","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/CogAgent\" for frontier lab strategy."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/CogAgent","text":"Zhipu AI (GLM) published repo zai-org/CogAgent."},{"subject":"zai-org/CogAgent","predicate":"is classified as","object":"repo signal","text":"zai-org/CogAgent is classified as repo signal."},{"subject":"zai-org/CogAgent","predicate":"belongs to","object":"repos desk","text":"zai-org/CogAgent belongs to repos desk."},{"subject":"zai-org/CogAgent","predicate":"has context","object":"Python","text":"zai-org/CogAgent has context Python."},{"subject":"zai-org/CogAgent","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/CogAgent has evidence coverage 1 captured evidence page."},{"subject":"zai-org/CogAgent","predicate":"has captured page count","object":"1","text":"zai-org/CogAgent has captured page count 1."},{"subject":"zai-org/CogAgent","predicate":"has readable page count","object":"1","text":"zai-org/CogAgent has readable page count 1."},{"subject":"zai-org/CogAgent","predicate":"has related signal count","object":"6","text":"zai-org/CogAgent has related signal count 6."},{"subject":"zai-org/CogAgent","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/CogAgent 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/CogAgent","predicate":"has source host","object":"github.com","text":"zai-org/CogAgent has source host github.com."},{"subject":"zai-org/CogAgent","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/CogAgent has lab Zhipu AI (GLM)."},{"subject":"zai-org/CogAgent","predicate":"has signal desk","object":"repos","text":"zai-org/CogAgent has signal desk repos."},{"subject":"zai-org/CogAgent","predicate":"has source host","object":"github.com","text":"zai-org/CogAgent has source host github.com."},{"subject":"zai-org/CogAgent","predicate":"has repository","object":"zai-org/CogAgent","text":"zai-org/CogAgent has repository zai-org/CogAgent."},{"subject":"zai-org/CogAgent","predicate":"has language","object":"Python","text":"zai-org/CogAgent has language Python."},{"subject":"zai-org/CogAgent","predicate":"has stars","object":"1,183","text":"zai-org/CogAgent has stars 1,183."},{"subject":"zai-org/CogAgent","predicate":"has watch term","object":"Eval methodology","text":"zai-org/CogAgent has watch term Eval methodology."},{"subject":"zai-org/CogAgent","predicate":"has watch term","object":"Infrastructure","text":"zai-org/CogAgent has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Zhipu AI (GLM) published zai-org/CogAgent (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/CogAgent · language Python. 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/CogAgent","text":"Zhipu AI (GLM) published repo zai-org/CogAgent."},{"subject":"zai-org/CogAgent","predicate":"is classified as","object":"repo signal","text":"zai-org/CogAgent is classified as repo signal."},{"subject":"zai-org/CogAgent","predicate":"belongs to","object":"repos desk","text":"zai-org/CogAgent belongs to repos desk."},{"subject":"zai-org/CogAgent","predicate":"has context","object":"Python","text":"zai-org/CogAgent has context Python."},{"subject":"zai-org/CogAgent","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/CogAgent has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ebdb2c69-1053-4be0-a0a7-121965b47fe0","url":"https://onlylabs.fyi/signals/ebdb2c69-1053-4be0-a0a7-121965b47fe0","json_url":"https://onlylabs.fyi/signals/ebdb2c69-1053-4be0-a0a7-121965b47fe0/signal.json","source_url":"https://github.com/zai-org/CogAgent","title":"zai-org/CogAgent","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":"2023-11-28T09:28:08+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/CogAgent"]},"facets":{"repo":"zai-org/CogAgent","language":"Python"},"traction":{"github_stars":1183,"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/CogAgent","final_url":"https://github.com/zai-org/CogAgent","title":"zai-org/CogAgent repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:45:59.695138+00:00","bytes":30839,"raw_path":"e04972176d90a38f04c485ef6e27e3d594b2aa9b373d3d3cbf0cdd07315667bc.json","content_hash":"6515e43d0e78f4a1b4e5e9f1e87879458fc81878bd7443d0d3fc08962bb60ced","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/CogAgent Description: An open-sourced end-to-end VLM-based GUI Agent Language: Python License: Apache-2.0 Stars: 1183 Forks: 99 Open issues: 29 Created: 2023-11-28T09:28:08Z Pushed: 2025-04-04T13:29:55Z Default branch: main Fork: no Archived: no README: CogAgent: An open-sourced VLM-based GUI Agent [中文文档](README_zh.md) - 🔥 🆕 **December 2024:** We open-sourced **the latest version of the CogAgent-9B-20241220 model**. Compared to the previous version of CogAgent, `CogAgent-9B-20241220` features significant improvements in GUI perception, reasoning accuracy, action space completeness, task universality, and generalization. It supports bilingual (Chinese and English) interaction through both screen captures and natural language. - 🏆 **June 2024:** CogAgent was accepted by **CVPR 2024** and recognized as a conference Highlight (top 3%). - **December 2023:** We **open-sourced the first GUI Agent**: **CogAgent** (with the former repository available [here](https://github.com/THUDM/CogVLM)) and **published the corresponding paper: 📖 [CogAgent Paper](https://arxiv.org/abs/2312.08914)**. Model Introduction | Model | Model Download Links | Technical Documentation | Online Demo |..."},"evidence_pages":[{"url":"https://github.com/zai-org/CogAgent","final_url":"https://github.com/zai-org/CogAgent","title":"zai-org/CogAgent repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:45:59.695138+00:00","bytes":30839,"raw_path":"e04972176d90a38f04c485ef6e27e3d594b2aa9b373d3d3cbf0cdd07315667bc.json","content_hash":"6515e43d0e78f4a1b4e5e9f1e87879458fc81878bd7443d0d3fc08962bb60ced","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/CogAgent Description: An open-sourced end-to-end VLM-based GUI Agent Language: Python License: Apache-2.0 Stars: 1183 Forks: 99 Open issues: 29 Created: 2023-11-28T09:28:08Z Pushed: 2025-04-04T13:29:55Z Default branch: main Fork: no Archived: no README: CogAgent: An open-sourced VLM-based GUI Agent [中文文档](README_zh.md) - 🔥 🆕 **December 2024:** We open-sourced **the latest version of the CogAgent-9B-20241220 model**. Compared to the previous version of CogAgent, `CogAgent-9B-20241220` features significant improvements in GUI perception, reasoning accuracy, action space completeness, task universality, and generalization. It supports bilingual (Chinese and English) interaction through both screen captures and natural language. - 🏆 **June 2024:** CogAgent was accepted by **CVPR 2024** and recognized as a conference Highlight (top 3%). - **December 2023:** We **open-sourced the first GUI Agent**: **CogAgent** (with the former repository available [here](https://github.com/THUDM/CogVLM)) and **published the corresponding paper: 📖 [CogAgent Paper](https://arxiv.org/abs/2312.08914)**. Model Introduction | Model | Model Download Links | Technical Documentation | Online Demo |..."}],"related_signals":[{"id":"48759bf3-02e0-43d9-83c5-0fbb4f8168aa","url":"https://onlylabs.fyi/signals/48759bf3-02e0-43d9-83c5-0fbb4f8168aa","source_url":"https://github.com/zai-org/SCAIL-2","title":"zai-org/SCAIL-2","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-05-28T11:38:02+00:00","first_seen_at":"2026-06-10T07:00:59.72447+00:00","date_source":"source"},{"id":"d6c9e002-b775-427b-ad28-972e3ab76500","url":"https://onlylabs.fyi/signals/d6c9e002-b775-427b-ad28-972e3ab76500","source_url":"https://github.com/zai-org/Synapse","title":"zai-org/Synapse","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-05-13T11:06:53+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"1bc1e9fc-2c53-4c6f-8c88-f46d8ae7f504","url":"https://onlylabs.fyi/signals/1bc1e9fc-2c53-4c6f-8c88-f46d8ae7f504","source_url":"https://github.com/zai-org/ImageMining","title":"zai-org/ImageMining","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-04-28T10:33:43+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"0530d1b0-8293-4e6b-9f76-f1a059b43c41","url":"https://onlylabs.fyi/signals/0530d1b0-8293-4e6b-9f76-f1a059b43c41","source_url":"https://github.com/zai-org/GLM-skills","title":"zai-org/GLM-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-03-30T08:34:04+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"7d1f43fb-6ff0-47a5-86c4-7222cb22ad17","url":"https://onlylabs.fyi/signals/7d1f43fb-6ff0-47a5-86c4-7222cb22ad17","source_url":"https://github.com/zai-org/Vision2Web","title":"zai-org/Vision2Web","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-03-29T15:31:33+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"24fe5750-0998-45fd-b227-3e58096c2732","url":"https://onlylabs.fyi/signals/24fe5750-0998-45fd-b227-3e58096c2732","source_url":"https://github.com/zai-org/GLM-5","title":"zai-org/GLM-5","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-02-09T08:17:02+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"}]}