{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/Moonlight","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/c191165a-1b93-46ac-b59b-0f54ef2743e3","json_url":"https://onlylabs.fyi/signals/c191165a-1b93-46ac-b59b-0f54ef2743e3/signal.json","generated_at":"2026-06-11T19:49:54.875Z","evidence_latest_fetched_at":"2026-06-11T03:57:38.294272+00:00","signal_first_seen_at":"2026-06-05T20:58:48.769801+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/c191165a-1b93-46ac-b59b-0f54ef2743e3","signal_json":"https://onlylabs.fyi/signals/c191165a-1b93-46ac-b59b-0f54ef2743e3/signal.json","source":"https://github.com/MoonshotAI/Moonlight","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Moonshot AI (Kimi) published MoonshotAI/Moonlight. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/Moonlight · Solid new repo with decent stars, notable lab. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/MoonshotAI/Moonlight","source_host":"github.com","occurred_at":"2025-02-22T15:58:54+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/Moonlight","source":"source"},{"label":"Stars","value":"1,493","source":"traction"},{"label":"Notability","value":"Solid new repo with decent stars, notable lab","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"training","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/MoonshotAI/Moonlight"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:57:38.294272+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["training"],"score":14,"reason":"Moonshot AI (Kimi) has a repo signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c191165a-1b93-46ac-b59b-0f54ef2743e3/signal.json","dossier_json":"https://onlylabs.fyi/labs/moonshot/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/moonshot/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/moonshot/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Infrastructure?","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/c191165a-1b93-46ac-b59b-0f54ef2743e3/signal.json","required":true},{"label":"source","url":"https://github.com/MoonshotAI/Moonlight","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/Moonlight\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Moonlight","text":"Moonshot AI (Kimi) published repo MoonshotAI/Moonlight."},{"subject":"MoonshotAI/Moonlight","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Moonlight is classified as repo signal."},{"subject":"MoonshotAI/Moonlight","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Moonlight belongs to repos desk."},{"subject":"MoonshotAI/Moonlight","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Moonlight has evidence coverage 1 captured evidence page."},{"subject":"MoonshotAI/Moonlight","predicate":"matches data-business lanes","object":"Infrastructure","text":"MoonshotAI/Moonlight matches data-business lanes Infrastructure."},{"subject":"MoonshotAI/Moonlight","predicate":"has captured page count","object":"1","text":"MoonshotAI/Moonlight has captured page count 1."},{"subject":"MoonshotAI/Moonlight","predicate":"has readable page count","object":"1","text":"MoonshotAI/Moonlight has readable page count 1."},{"subject":"MoonshotAI/Moonlight","predicate":"has related signal count","object":"6","text":"MoonshotAI/Moonlight has related signal count 6."},{"subject":"MoonshotAI/Moonlight","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/Moonlight 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/Moonlight","predicate":"has source host","object":"github.com","text":"MoonshotAI/Moonlight has source host github.com."},{"subject":"MoonshotAI/Moonlight","predicate":"has lab","object":"Moonshot AI (Kimi)","text":"MoonshotAI/Moonlight has lab Moonshot AI (Kimi)."},{"subject":"MoonshotAI/Moonlight","predicate":"has signal desk","object":"repos","text":"MoonshotAI/Moonlight has signal desk repos."},{"subject":"MoonshotAI/Moonlight","predicate":"has source host","object":"github.com","text":"MoonshotAI/Moonlight has source host github.com."},{"subject":"MoonshotAI/Moonlight","predicate":"has repository","object":"MoonshotAI/Moonlight","text":"MoonshotAI/Moonlight has repository MoonshotAI/Moonlight."},{"subject":"MoonshotAI/Moonlight","predicate":"has stars","object":"1,493","text":"MoonshotAI/Moonlight has stars 1,493."},{"subject":"MoonshotAI/Moonlight","predicate":"has notability","object":"Solid new repo with decent stars, notable lab","text":"MoonshotAI/Moonlight has notability Solid new repo with decent stars, notable lab."},{"subject":"MoonshotAI/Moonlight","predicate":"has radar lane","object":"Infrastructure","text":"MoonshotAI/Moonlight has radar lane Infrastructure."},{"subject":"MoonshotAI/Moonlight","predicate":"has matched term","object":"training","text":"MoonshotAI/Moonlight has matched term training."}]},"intelligence":{"signal_desk":"repos","answer":"Moonshot AI (Kimi) published MoonshotAI/Moonlight. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/Moonlight · Solid new repo with decent stars, notable lab. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Moonlight","text":"Moonshot AI (Kimi) published repo MoonshotAI/Moonlight."},{"subject":"MoonshotAI/Moonlight","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Moonlight is classified as repo signal."},{"subject":"MoonshotAI/Moonlight","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Moonlight belongs to repos desk."},{"subject":"MoonshotAI/Moonlight","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Moonlight has evidence coverage 1 captured evidence page."},{"subject":"MoonshotAI/Moonlight","predicate":"matches data-business lanes","object":"Infrastructure","text":"MoonshotAI/Moonlight matches data-business lanes Infrastructure."}]},"signal":{"id":"c191165a-1b93-46ac-b59b-0f54ef2743e3","url":"https://onlylabs.fyi/signals/c191165a-1b93-46ac-b59b-0f54ef2743e3","json_url":"https://onlylabs.fyi/signals/c191165a-1b93-46ac-b59b-0f54ef2743e3/signal.json","source_url":"https://github.com/MoonshotAI/Moonlight","title":"MoonshotAI/Moonlight","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":"2025-02-22T15:58:54+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/Moonlight"]},"facets":{"repo":"MoonshotAI/Moonlight"},"traction":{"github_stars":1493,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":14,"matched_terms":["training"],"reason":"Moonshot AI (Kimi) has a repo signal matching infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/MoonshotAI/Moonlight","final_url":"https://github.com/MoonshotAI/Moonlight","title":"MoonshotAI/Moonlight repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:38.294272+00:00","bytes":16192,"raw_path":"9ba9c1dc95c3bd3e3c6157759ec678b9b175d829ff6af6c47fb471478ffc5bf4.json","content_hash":"a3e4b648dc70e38970ea33a732fbce41a493118426ff3e006d52bb94f4bee3c2","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Moonlight Description: Muon is Scalable for LLM Training License: MIT Stars: 1493 Forks: 89 Open issues: 12 Created: 2025-02-22T15:58:54Z Pushed: 2025-08-03T06:31:18Z Default branch: master Fork: no Archived: no README: Abstract Recently, the [Muon optimizer](https://github.com/KellerJordan/Muon) based on matrix orthogonalization has demonstrated strong results in training small-scale language models, but the scalability to larger models has not been proven. We identify two crucial techniques for scaling up Muon: (1) adding weight decay and (2) carefully adjusting the per-parameter update scale. These techniques allow Muon to work out-of-the-box on large-scale training without the need of hyper-parameter tuning. Scaling law experiments indicate that Muon achieves ∼ 2× computational efficiency compared to AdamW with compute optimal training. Based on these improvements, we introduce **Moonlight**, a 3B/16B-parameter Mixture-of-Expert (MoE) model trained with 5.7T tokens using Muon. Our model improves the current Pareto frontier, achieving better performance with much fewer training FLOPs compared to prior models. We open-source our distributed Muon implementation that is..."},"evidence_pages":[],"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"}]}