{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/WorldVQA","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/7509aa2f-f1f9-4e75-935c-923f935a5c79","json_url":"https://onlylabs.fyi/signals/7509aa2f-f1f9-4e75-935c-923f935a5c79/signal.json","generated_at":"2026-06-11T02:53:18.062503+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/7509aa2f-f1f9-4e75-935c-923f935a5c79","signal_json":"https://onlylabs.fyi/signals/7509aa2f-f1f9-4e75-935c-923f935a5c79/signal.json","source":"https://github.com/MoonshotAI/WorldVQA","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/WorldVQA (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/WorldVQA · language Python · New repo with modest traction. 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/WorldVQA","source_host":"github.com","occurred_at":"2026-01-26T07:26:43+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source","context":"Python"},"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/WorldVQA","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"118","source":"traction"},{"label":"Notability","value":"New repo with modest traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/WorldVQA"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:18.062503+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7509aa2f-f1f9-4e75-935c-923f935a5c79/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":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/7509aa2f-f1f9-4e75-935c-923f935a5c79/signal.json","required":true},{"label":"source","url":"https://github.com/MoonshotAI/WorldVQA","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/WorldVQA\" for frontier lab strategy."},"semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/WorldVQA","text":"Moonshot AI (Kimi) published repo MoonshotAI/WorldVQA."},{"subject":"MoonshotAI/WorldVQA","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/WorldVQA is classified as repo signal."},{"subject":"MoonshotAI/WorldVQA","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/WorldVQA belongs to repos desk."},{"subject":"MoonshotAI/WorldVQA","predicate":"has context","object":"Python","text":"MoonshotAI/WorldVQA has context Python."},{"subject":"MoonshotAI/WorldVQA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/WorldVQA has evidence coverage 1 captured evidence page."},{"subject":"MoonshotAI/WorldVQA","predicate":"has captured page count","object":"1","text":"MoonshotAI/WorldVQA has captured page count 1."},{"subject":"MoonshotAI/WorldVQA","predicate":"has readable page count","object":"1","text":"MoonshotAI/WorldVQA has readable page count 1."},{"subject":"MoonshotAI/WorldVQA","predicate":"has related signal count","object":"6","text":"MoonshotAI/WorldVQA has related signal count 6."},{"subject":"MoonshotAI/WorldVQA","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/WorldVQA 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/WorldVQA","predicate":"has source host","object":"github.com","text":"MoonshotAI/WorldVQA has source host github.com."},{"subject":"MoonshotAI/WorldVQA","predicate":"has lab","object":"Moonshot AI (Kimi)","text":"MoonshotAI/WorldVQA has lab Moonshot AI (Kimi)."},{"subject":"MoonshotAI/WorldVQA","predicate":"has signal desk","object":"repos","text":"MoonshotAI/WorldVQA has signal desk repos."},{"subject":"MoonshotAI/WorldVQA","predicate":"has source host","object":"github.com","text":"MoonshotAI/WorldVQA has source host github.com."},{"subject":"MoonshotAI/WorldVQA","predicate":"has repository","object":"MoonshotAI/WorldVQA","text":"MoonshotAI/WorldVQA has repository MoonshotAI/WorldVQA."},{"subject":"MoonshotAI/WorldVQA","predicate":"has language","object":"Python","text":"MoonshotAI/WorldVQA has language Python."},{"subject":"MoonshotAI/WorldVQA","predicate":"has stars","object":"118","text":"MoonshotAI/WorldVQA has stars 118."},{"subject":"MoonshotAI/WorldVQA","predicate":"has notability","object":"New repo with modest traction","text":"MoonshotAI/WorldVQA has notability New repo with modest traction."},{"subject":"MoonshotAI/WorldVQA","predicate":"has watch term","object":"Eval methodology","text":"MoonshotAI/WorldVQA has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Moonshot AI (Kimi) published MoonshotAI/WorldVQA (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/WorldVQA · language Python · New repo with modest traction. 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/WorldVQA","text":"Moonshot AI (Kimi) published repo MoonshotAI/WorldVQA."},{"subject":"MoonshotAI/WorldVQA","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/WorldVQA is classified as repo signal."},{"subject":"MoonshotAI/WorldVQA","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/WorldVQA belongs to repos desk."},{"subject":"MoonshotAI/WorldVQA","predicate":"has context","object":"Python","text":"MoonshotAI/WorldVQA has context Python."},{"subject":"MoonshotAI/WorldVQA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/WorldVQA has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7509aa2f-f1f9-4e75-935c-923f935a5c79","url":"https://onlylabs.fyi/signals/7509aa2f-f1f9-4e75-935c-923f935a5c79","json_url":"https://onlylabs.fyi/signals/7509aa2f-f1f9-4e75-935c-923f935a5c79/signal.json","source_url":"https://github.com/MoonshotAI/WorldVQA","title":"MoonshotAI/WorldVQA","summary":"Moonshot AI (Kimi) 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":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-01-26T07:26:43+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/WorldVQA"]},"facets":{"repo":"MoonshotAI/WorldVQA","language":"Python"},"traction":{"github_stars":118,"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/WorldVQA","final_url":"https://github.com/MoonshotAI/WorldVQA","title":"MoonshotAI/WorldVQA repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:18.062503+00:00","bytes":11401,"raw_path":"17ebf15d4673cc0d5a925773cee8e414375bd28654982ca875ff28ef60b25042.json","content_hash":"adb4b9c659ba91994ba3067c463864e8a9838ed4ccbe9c944b0412a548ab21c3","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/WorldVQA Language: Python Stars: 118 Forks: 3 Open issues: 2 Created: 2026-01-26T07:26:43Z Pushed: 2026-02-04T07:27:04Z Default branch: master Fork: no Archived: no README: WorldVQA WorldVQA: Measuring Atomic World Knowledge in Multimodal Large Language Models [ HomePage](https://worldvqa2026.github.io/WorldVQA/) | [🤗 Dataset](https://huggingface.co/datasets/moonshotai/WorldVQA) | [ Paper](https://arxiv.org/abs/2602.02537v1) | [ Code](https://github.com/MoonshotAI/WorldVQA/) ![alt text](images/barchart.png) Abstract We introduce WorldVQA, a benchmark designed to evaluate the atomic vision-centric world knowledge of Multimodal Large Language Models (MLLMs). Current evaluations often conflate visual knowledge retrieval with reasoning. In contrast, WorldVQA decouples these capabilities to strictly measure \"what the model memorizes.\" The benchmark assesses the atomic capability of grounding and naming visual..."},"evidence_pages":[{"url":"https://github.com/MoonshotAI/WorldVQA","final_url":"https://github.com/MoonshotAI/WorldVQA","title":"MoonshotAI/WorldVQA repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:18.062503+00:00","bytes":11401,"raw_path":"17ebf15d4673cc0d5a925773cee8e414375bd28654982ca875ff28ef60b25042.json","content_hash":"adb4b9c659ba91994ba3067c463864e8a9838ed4ccbe9c944b0412a548ab21c3","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/WorldVQA Language: Python Stars: 118 Forks: 3 Open issues: 2 Created: 2026-01-26T07:26:43Z Pushed: 2026-02-04T07:27:04Z Default branch: master Fork: no Archived: no README: WorldVQA WorldVQA: Measuring Atomic World Knowledge in Multimodal Large Language Models [ HomePage](https://worldvqa2026.github.io/WorldVQA/) | [🤗 Dataset](https://huggingface.co/datasets/moonshotai/WorldVQA) | [ Paper](https://arxiv.org/abs/2602.02537v1) | [ Code](https://github.com/MoonshotAI/WorldVQA/) ![alt text](images/barchart.png) Abstract We introduce WorldVQA, a benchmark designed to evaluate the atomic vision-centric world knowledge of Multimodal Large Language Models (MLLMs). Current evaluations often conflate visual knowledge retrieval with reasoning. In contrast, WorldVQA decouples these capabilities to strictly measure \"what the model memorizes.\" The benchmark assesses the atomic capability of grounding and naming visual..."}],"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"}]}