{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Repo: zai-org/ChatGLM3","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/b874a054-71e6-48ab-b2e5-f193ec606c57","json_url":"https://onlylabs.fyi/signals/b874a054-71e6-48ab-b2e5-f193ec606c57/signal.json","generated_at":"2026-06-11T01:45:59.619514+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/b874a054-71e6-48ab-b2e5-f193ec606c57","signal_json":"https://onlylabs.fyi/signals/b874a054-71e6-48ab-b2e5-f193ec606c57/signal.json","source":"https://github.com/zai-org/ChatGLM3","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/ChatGLM3 (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/ChatGLM3 · 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/ChatGLM3","source_host":"github.com","occurred_at":"2023-10-26T06:22:47+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/ChatGLM3","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"13,679","source":"traction"},{"label":"Watch term","value":"Data pipeline","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/ChatGLM3"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:45:59.619514+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b874a054-71e6-48ab-b2e5-f193ec606c57/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/b874a054-71e6-48ab-b2e5-f193ec606c57/signal.json","required":true},{"label":"source","url":"https://github.com/zai-org/ChatGLM3","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/ChatGLM3\" for frontier lab strategy."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/ChatGLM3","text":"Zhipu AI (GLM) published repo zai-org/ChatGLM3."},{"subject":"zai-org/ChatGLM3","predicate":"is classified as","object":"repo signal","text":"zai-org/ChatGLM3 is classified as repo signal."},{"subject":"zai-org/ChatGLM3","predicate":"belongs to","object":"repos desk","text":"zai-org/ChatGLM3 belongs to repos desk."},{"subject":"zai-org/ChatGLM3","predicate":"has context","object":"Python","text":"zai-org/ChatGLM3 has context Python."},{"subject":"zai-org/ChatGLM3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/ChatGLM3 has evidence coverage 1 captured evidence page."},{"subject":"zai-org/ChatGLM3","predicate":"has captured page count","object":"1","text":"zai-org/ChatGLM3 has captured page count 1."},{"subject":"zai-org/ChatGLM3","predicate":"has readable page count","object":"1","text":"zai-org/ChatGLM3 has readable page count 1."},{"subject":"zai-org/ChatGLM3","predicate":"has related signal count","object":"6","text":"zai-org/ChatGLM3 has related signal count 6."},{"subject":"zai-org/ChatGLM3","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/ChatGLM3 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/ChatGLM3","predicate":"has source host","object":"github.com","text":"zai-org/ChatGLM3 has source host github.com."},{"subject":"zai-org/ChatGLM3","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/ChatGLM3 has lab Zhipu AI (GLM)."},{"subject":"zai-org/ChatGLM3","predicate":"has signal desk","object":"repos","text":"zai-org/ChatGLM3 has signal desk repos."},{"subject":"zai-org/ChatGLM3","predicate":"has source host","object":"github.com","text":"zai-org/ChatGLM3 has source host github.com."},{"subject":"zai-org/ChatGLM3","predicate":"has repository","object":"zai-org/ChatGLM3","text":"zai-org/ChatGLM3 has repository zai-org/ChatGLM3."},{"subject":"zai-org/ChatGLM3","predicate":"has language","object":"Python","text":"zai-org/ChatGLM3 has language Python."},{"subject":"zai-org/ChatGLM3","predicate":"has stars","object":"13,679","text":"zai-org/ChatGLM3 has stars 13,679."},{"subject":"zai-org/ChatGLM3","predicate":"has watch term","object":"Data pipeline","text":"zai-org/ChatGLM3 has watch term Data pipeline."},{"subject":"zai-org/ChatGLM3","predicate":"has watch term","object":"Infrastructure","text":"zai-org/ChatGLM3 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Zhipu AI (GLM) published zai-org/ChatGLM3 (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/ChatGLM3 · 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/ChatGLM3","text":"Zhipu AI (GLM) published repo zai-org/ChatGLM3."},{"subject":"zai-org/ChatGLM3","predicate":"is classified as","object":"repo signal","text":"zai-org/ChatGLM3 is classified as repo signal."},{"subject":"zai-org/ChatGLM3","predicate":"belongs to","object":"repos desk","text":"zai-org/ChatGLM3 belongs to repos desk."},{"subject":"zai-org/ChatGLM3","predicate":"has context","object":"Python","text":"zai-org/ChatGLM3 has context Python."},{"subject":"zai-org/ChatGLM3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/ChatGLM3 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b874a054-71e6-48ab-b2e5-f193ec606c57","url":"https://onlylabs.fyi/signals/b874a054-71e6-48ab-b2e5-f193ec606c57","json_url":"https://onlylabs.fyi/signals/b874a054-71e6-48ab-b2e5-f193ec606c57/signal.json","source_url":"https://github.com/zai-org/ChatGLM3","title":"zai-org/ChatGLM3","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":"2023-10-26T06:22:47+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/ChatGLM3"]},"facets":{"repo":"zai-org/ChatGLM3","language":"Python"},"traction":{"github_stars":13679,"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/ChatGLM3","final_url":"https://github.com/zai-org/ChatGLM3","title":"zai-org/ChatGLM3 repository 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target=\"_blank\">WiseModel</a> • 📔 <a href=\"https://lslfd0slxc.feishu.cn/wiki/WvQbwIJ9tiPAxGk8ywDck6yfnof\" target=\"_blank\">Document</a> • 🧰 <a href=\"https://openxlab.org.cn/models/hot/THUDM\" target=\"_blank\">OpenXLab</a> • 🐦 <a href=\"https://twitter.com/thukeg\" target=\"_blank\">Twitter</a><br> </p> <p align=\"center\"> 👋 加入我们的 <a href=\"https://discord.gg/fK2dz4bg\" target=\"_blank\">Discord</a> 和 <a href=\"resources/WECHAT.md\" target=\"_blank\">微信</a> </p> <p align=\"center\"> 📍在 <a href=\"https://www.chatglm.cn\">chatglm.cn</a> 体验更大规模的 ChatGLM 模型。 </p> [Read this in..."},"evidence_pages":[{"url":"https://github.com/zai-org/ChatGLM3","final_url":"https://github.com/zai-org/ChatGLM3","title":"zai-org/ChatGLM3 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:45:59.619514+00:00","bytes":29542,"raw_path":"2cd832d265e62ad743767b7710dc2c27fa9f0b76a960bd5005631b3bf1450e73.json","content_hash":"f5f5996d0e34c87d11e28a191e6f1c025d21388084995c9b4e21881969984102","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/ChatGLM3 Description: ChatGLM3 series: Open Bilingual Chat LLMs | 开源双语对话语言模型 Language: Python License: Apache-2.0 Stars: 13679 Forks: 1591 Open issues: 35 Created: 2023-10-26T06:22:47Z Pushed: 2025-01-13T06:55:26Z Default branch: main Fork: no Archived: no README: ChatGLM3 <p align=\"center\"> 📄<a href=\"https://arxiv.org/pdf/2406.12793\" target=\"_blank\"> Report </a> • 🤗 <a href=\"https://huggingface.co/THUDM/chatglm3-6b\" target=\"_blank\">HF Repo</a> • 🤖 <a href=\"https://modelscope.cn/models/ZhipuAI/chatglm3-6b\" target=\"_blank\">ModelScope</a> • 🟣 <a href=\"https://www.wisemodel.cn/models/ZhipuAI/chatglm3-6b\" target=\"_blank\">WiseModel</a> • 📔 <a href=\"https://lslfd0slxc.feishu.cn/wiki/WvQbwIJ9tiPAxGk8ywDck6yfnof\" target=\"_blank\">Document</a> • 🧰 <a href=\"https://openxlab.org.cn/models/hot/THUDM\" target=\"_blank\">OpenXLab</a> • 🐦 <a href=\"https://twitter.com/thukeg\" target=\"_blank\">Twitter</a><br> </p> <p align=\"center\"> 👋 加入我们的 <a href=\"https://discord.gg/fK2dz4bg\" target=\"_blank\">Discord</a> 和 <a href=\"resources/WECHAT.md\" target=\"_blank\">微信</a> </p> <p align=\"center\"> 📍在 <a href=\"https://www.chatglm.cn\">chatglm.cn</a> 体验更大规模的 ChatGLM 模型。 </p> [Read this in..."}],"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"}]}