{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/Kimi-VL","description":"Moonshot AI (Kimi) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07","json_url":"https://onlylabs.fyi/signals/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07/signal.json","generated_at":"2026-06-11T03:57:37.932448+00:00","org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/moonshot","dossier_json_url":"https://onlylabs.fyi/labs/moonshot/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07","signal_json":"https://onlylabs.fyi/signals/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07/signal.json","source":"https://github.com/MoonshotAI/Kimi-VL","lab_dossier":"https://onlylabs.fyi/labs/moonshot","lab_dossier_json":"https://onlylabs.fyi/labs/moonshot/dossier.json","analysis":"https://onlylabs.fyi/analysis/moonshot","analysis_json":"https://onlylabs.fyi/analysis/moonshot/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/moonshot/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":"Moonshot AI (Kimi) published MoonshotAI/Kimi-VL. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/Kimi-VL · Notable model release with decent 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/MoonshotAI/Kimi-VL","source_host":"github.com","occurred_at":"2025-04-09T08:34:29+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Moonshot AI (Kimi)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"MoonshotAI/Kimi-VL","source":"source"},{"label":"Stars","value":"1,199","source":"traction"},{"label":"Notability","value":"Notable model release with decent stars","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch 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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/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07/signal.json","required":true},{"label":"source","url":"https://github.com/MoonshotAI/Kimi-VL","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/moonshot/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/moonshot/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 Moonshot AI (Kimi)'s repo signal \"MoonshotAI/Kimi-VL\" for frontier lab strategy."},"semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Kimi-VL","text":"Moonshot AI (Kimi) published repo MoonshotAI/Kimi-VL."},{"subject":"MoonshotAI/Kimi-VL","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Kimi-VL is classified as repo signal."},{"subject":"MoonshotAI/Kimi-VL","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Kimi-VL belongs to repos desk."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Kimi-VL has evidence coverage 1 captured evidence page."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has captured page count","object":"1","text":"MoonshotAI/Kimi-VL has captured page count 1."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has readable page count","object":"1","text":"MoonshotAI/Kimi-VL has readable page count 1."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has related signal count","object":"6","text":"MoonshotAI/Kimi-VL has related signal count 6."},{"subject":"MoonshotAI/Kimi-VL","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":"MoonshotAI/Kimi-VL 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":"MoonshotAI/Kimi-VL","predicate":"has source host","object":"github.com","text":"MoonshotAI/Kimi-VL has source host github.com."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has lab","object":"Moonshot AI (Kimi)","text":"MoonshotAI/Kimi-VL has lab Moonshot AI (Kimi)."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has signal desk","object":"repos","text":"MoonshotAI/Kimi-VL has signal desk repos."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has source host","object":"github.com","text":"MoonshotAI/Kimi-VL has source host github.com."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has repository","object":"MoonshotAI/Kimi-VL","text":"MoonshotAI/Kimi-VL has repository MoonshotAI/Kimi-VL."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has stars","object":"1,199","text":"MoonshotAI/Kimi-VL has stars 1,199."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has notability","object":"Notable model release with decent stars","text":"MoonshotAI/Kimi-VL has notability Notable model release with decent stars."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has watch term","object":"RL environments","text":"MoonshotAI/Kimi-VL has watch term RL environments."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has watch term","object":"Eval methodology","text":"MoonshotAI/Kimi-VL has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Moonshot AI (Kimi) published MoonshotAI/Kimi-VL. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/Kimi-VL · Notable model release with decent stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Kimi-VL","text":"Moonshot AI (Kimi) published repo MoonshotAI/Kimi-VL."},{"subject":"MoonshotAI/Kimi-VL","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Kimi-VL is classified as repo signal."},{"subject":"MoonshotAI/Kimi-VL","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Kimi-VL belongs to repos desk."},{"subject":"MoonshotAI/Kimi-VL","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Kimi-VL has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1e49e755-9adf-4ab1-b2a6-c7d1003bfa07","url":"https://onlylabs.fyi/signals/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07","json_url":"https://onlylabs.fyi/signals/1e49e755-9adf-4ab1-b2a6-c7d1003bfa07/signal.json","source_url":"https://github.com/MoonshotAI/Kimi-VL","title":"MoonshotAI/Kimi-VL","summary":"Moonshot AI (Kimi) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2025-04-09T08:34:29+00:00","first_seen_at":"2026-06-05T20:58:48.769801+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/MoonshotAI/Kimi-VL"]},"facets":{"repo":"MoonshotAI/Kimi-VL"},"traction":{"github_stars":1199,"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/MoonshotAI/Kimi-VL","final_url":"https://github.com/MoonshotAI/Kimi-VL","title":"MoonshotAI/Kimi-VL repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:37.932448+00:00","bytes":24336,"raw_path":"dd120b87b8c038546c2cb37319767ec7719e5577baf5e1429c56a0852873e206.json","content_hash":"1c14a1dd0fef7b9e7f1a8346955c8e94d143fa382b52a0ae13ec80e46a84b2c6","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Kimi-VL Description: Kimi-VL: Mixture-of-Experts Vision-Language Model for Multimodal Reasoning, Long-Context Understanding, and Strong Agent Capabilities License: MIT Stars: 1199 Forks: 86 Open issues: 40 Created: 2025-04-09T08:34:29Z Pushed: 2025-07-15T15:48:21Z Default branch: main Fork: no Archived: no README: 1. Introduction We present **Kimi-VL**, an efficient open-source Mixture-of-Experts (MoE) vision-language model (VLM) that offers **advanced multimodal reasoning, long-context understanding, and strong agent capabilities**—all while activating..."},"evidence_pages":[{"url":"https://github.com/MoonshotAI/Kimi-VL","final_url":"https://github.com/MoonshotAI/Kimi-VL","title":"MoonshotAI/Kimi-VL repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:37.932448+00:00","bytes":24336,"raw_path":"dd120b87b8c038546c2cb37319767ec7719e5577baf5e1429c56a0852873e206.json","content_hash":"1c14a1dd0fef7b9e7f1a8346955c8e94d143fa382b52a0ae13ec80e46a84b2c6","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Kimi-VL Description: Kimi-VL: Mixture-of-Experts Vision-Language Model for Multimodal Reasoning, Long-Context Understanding, and Strong Agent Capabilities License: MIT Stars: 1199 Forks: 86 Open issues: 40 Created: 2025-04-09T08:34:29Z Pushed: 2025-07-15T15:48:21Z Default branch: main Fork: no Archived: no README: 1. 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