{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/Kimi-Linear","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/9bb9e729-f9e3-4bca-82dd-b34a9897f55d","json_url":"https://onlylabs.fyi/signals/9bb9e729-f9e3-4bca-82dd-b34a9897f55d/signal.json","generated_at":"2026-06-11T03:57:36.069214+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/9bb9e729-f9e3-4bca-82dd-b34a9897f55d","signal_json":"https://onlylabs.fyi/signals/9bb9e729-f9e3-4bca-82dd-b34a9897f55d/signal.json","source":"https://github.com/MoonshotAI/Kimi-Linear","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-Linear. 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-Linear · Strong community traction, novel linear attention from notable lab.. 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-Linear","source_host":"github.com","occurred_at":"2025-10-29T18:18:03+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-Linear","source":"source"},{"label":"Stars","value":"1,402","source":"traction"},{"label":"Notability","value":"Strong community traction, novel linear attention from notable lab.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch 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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/9bb9e729-f9e3-4bca-82dd-b34a9897f55d/signal.json","required":true},{"label":"source","url":"https://github.com/MoonshotAI/Kimi-Linear","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-Linear\" for frontier lab strategy."},"semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Kimi-Linear","text":"Moonshot AI (Kimi) published repo MoonshotAI/Kimi-Linear."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Kimi-Linear is classified as repo signal."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Kimi-Linear belongs to repos desk."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Kimi-Linear has evidence coverage 1 captured evidence page."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has captured page count","object":"1","text":"MoonshotAI/Kimi-Linear has captured page count 1."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has readable page count","object":"1","text":"MoonshotAI/Kimi-Linear has readable page count 1."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has related signal count","object":"6","text":"MoonshotAI/Kimi-Linear has related signal count 6."},{"subject":"MoonshotAI/Kimi-Linear","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-Linear 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-Linear","predicate":"has source host","object":"github.com","text":"MoonshotAI/Kimi-Linear has source host github.com."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has lab","object":"Moonshot AI (Kimi)","text":"MoonshotAI/Kimi-Linear has lab Moonshot AI (Kimi)."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has signal desk","object":"repos","text":"MoonshotAI/Kimi-Linear has signal desk repos."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has source host","object":"github.com","text":"MoonshotAI/Kimi-Linear has source host github.com."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has repository","object":"MoonshotAI/Kimi-Linear","text":"MoonshotAI/Kimi-Linear has repository MoonshotAI/Kimi-Linear."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has stars","object":"1,402","text":"MoonshotAI/Kimi-Linear has stars 1,402."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has notability","object":"Strong community traction, novel linear attention from notable lab.","text":"MoonshotAI/Kimi-Linear has notability Strong community traction, novel linear attention from notable lab.."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has watch term","object":"RL environments","text":"MoonshotAI/Kimi-Linear has watch term RL environments."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has watch term","object":"Eval methodology","text":"MoonshotAI/Kimi-Linear has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Moonshot AI (Kimi) published MoonshotAI/Kimi-Linear. 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-Linear · Strong community traction, novel linear attention from notable lab.. 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-Linear","text":"Moonshot AI (Kimi) published repo MoonshotAI/Kimi-Linear."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Kimi-Linear is classified as repo signal."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Kimi-Linear belongs to repos desk."},{"subject":"MoonshotAI/Kimi-Linear","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Kimi-Linear has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9bb9e729-f9e3-4bca-82dd-b34a9897f55d","url":"https://onlylabs.fyi/signals/9bb9e729-f9e3-4bca-82dd-b34a9897f55d","json_url":"https://onlylabs.fyi/signals/9bb9e729-f9e3-4bca-82dd-b34a9897f55d/signal.json","source_url":"https://github.com/MoonshotAI/Kimi-Linear","title":"MoonshotAI/Kimi-Linear","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":"2025-10-29T18:18:03+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-Linear"]},"facets":{"repo":"MoonshotAI/Kimi-Linear"},"traction":{"github_stars":1402,"hn_points":217,"hn_comments":47,"hn_story_id":"45766937","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/MoonshotAI/Kimi-Linear","final_url":"https://github.com/MoonshotAI/Kimi-Linear","title":"MoonshotAI/Kimi-Linear repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:36.069214+00:00","bytes":13823,"raw_path":"34ad1e9f1588386862a3661c3e60a4001438da207e267b1bc44fd00319627acf.json","content_hash":"826a0811ce9bbd02d1db2579c29812eb0cb41d5cf6156c0457553fe4f0d44103","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Kimi-Linear License: MIT Stars: 1402 Forks: 72 Open issues: 7 Created: 2025-10-29T18:18:03Z Pushed: 2025-11-17T09:36:48Z Default branch: master Fork: no Archived: no README: <div align=\"center\"> <h3 align=\"center\"> <b> <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <br/> <img src=\"figures/logo.png\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"> Kimi Linear: An Expressive, Efficient Attention Architecture <br/> <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <br/> </b> </h3> </div> <div align=\"center\"> <a href=\"https://huggingface.co/papers/2510.26692\" style=\"margin: 0 8px;\"> <img src=\"figures/arxiv.png\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"><b> Paper</b> </a> <a href=\"https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct\" style=\"margin: 0 8px;\"> <img src=\"https://huggingface.co/front/assets/huggingface_logo-noborder.svg\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"><b> HuggingFace</b> </a> </div> <div align=\"center\"> <img width=\"90%\" src=\"figures/perf_speed.png\"> <p><em><b>(a)</b> On MMLU-Pro (4k context..."},"evidence_pages":[{"url":"https://github.com/MoonshotAI/Kimi-Linear","final_url":"https://github.com/MoonshotAI/Kimi-Linear","title":"MoonshotAI/Kimi-Linear repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:36.069214+00:00","bytes":13823,"raw_path":"34ad1e9f1588386862a3661c3e60a4001438da207e267b1bc44fd00319627acf.json","content_hash":"826a0811ce9bbd02d1db2579c29812eb0cb41d5cf6156c0457553fe4f0d44103","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Kimi-Linear License: MIT Stars: 1402 Forks: 72 Open issues: 7 Created: 2025-10-29T18:18:03Z Pushed: 2025-11-17T09:36:48Z Default branch: master Fork: no Archived: no README: <div align=\"center\"> <h3 align=\"center\"> <b> <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <br/> <img src=\"figures/logo.png\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"> Kimi Linear: An Expressive, Efficient Attention Architecture <br/> <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <br/> </b> </h3> </div> <div align=\"center\"> <a href=\"https://huggingface.co/papers/2510.26692\" style=\"margin: 0 8px;\"> <img src=\"figures/arxiv.png\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"><b> Paper</b> </a> <a href=\"https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct\" style=\"margin: 0 8px;\"> <img src=\"https://huggingface.co/front/assets/huggingface_logo-noborder.svg\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"><b> HuggingFace</b> </a> </div> <div align=\"center\"> <img width=\"90%\" src=\"figures/perf_speed.png\"> <p><em><b>(a)</b> On MMLU-Pro (4k context..."}],"related_signals":[{"id":"79251662-bd6e-416b-a102-fa2c0094a732","url":"https://onlylabs.fyi/signals/79251662-bd6e-416b-a102-fa2c0094a732","source_url":"https://github.com/MoonshotAI/kimi-code","title":"MoonshotAI/kimi-code","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-05-22T08:02:03+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"1873c3cc-86bb-4c82-83a2-55e4b9abbf6a","url":"https://onlylabs.fyi/signals/1873c3cc-86bb-4c82-83a2-55e4b9abbf6a","source_url":"https://github.com/MoonshotAI/FlashKDA","title":"MoonshotAI/FlashKDA","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-04-20T12:59:46+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"56e737b3-83b8-4d8a-896f-764466e39951","url":"https://onlylabs.fyi/signals/56e737b3-83b8-4d8a-896f-764466e39951","source_url":"https://github.com/MoonshotAI/Attention-Residuals","title":"MoonshotAI/Attention-Residuals","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-03-15T13:29:15+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"8b3ade28-e68c-4b70-83b6-c1ed58d1fa27","url":"https://onlylabs.fyi/signals/8b3ade28-e68c-4b70-83b6-c1ed58d1fa27","source_url":"https://github.com/MoonshotAI/kimi-help-center","title":"MoonshotAI/kimi-help-center","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-03-02T10:39:40+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"5d5d3a8a-3d2f-4b99-a4e1-ce195d537ee8","url":"https://onlylabs.fyi/signals/5d5d3a8a-3d2f-4b99-a4e1-ce195d537ee8","source_url":"https://github.com/MoonshotAI/kimi-agent-rs","title":"MoonshotAI/kimi-agent-rs","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-02-06T13:28:20+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"73929b19-ab5d-453e-88cc-d499bff38a01","url":"https://onlylabs.fyi/signals/73929b19-ab5d-453e-88cc-d499bff38a01","source_url":"https://github.com/MoonshotAI/Kimi-K2.5","title":"MoonshotAI/Kimi-K2.5","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-01-30T14:29:16+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"}]}