{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Fork: novitalabs/K2-Vendor-Verifier","description":"Novita AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e","json_url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e/signal.json","generated_at":"2026-06-11T02:42:55.971244+00:00","org":{"slug":"novita","name":"Novita AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/novita","dossier_json_url":"https://onlylabs.fyi/labs/novita/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e","signal_json":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e/signal.json","source":"https://github.com/novitalabs/K2-Vendor-Verifier","lab_dossier":"https://onlylabs.fyi/labs/novita","lab_dossier_json":"https://onlylabs.fyi/labs/novita/dossier.json","analysis":"https://onlylabs.fyi/analysis/novita","analysis_json":"https://onlylabs.fyi/analysis/novita/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/novita/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Novita AI forked novitalabs/K2-Vendor-Verifier (forked from MoonshotAI/K2-Vendor-Verifier). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/K2-Vendor-Verifier · parent MoonshotAI/K2-Vendor-Verifier · Routine fork of niche repo. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/novitalabs/K2-Vendor-Verifier","source_host":"github.com","occurred_at":"2026-04-20T07:53:21+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source","context":"forked from MoonshotAI/K2-Vendor-Verifier"},"context_markers":[{"label":"Lab","value":"Novita AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"novitalabs/K2-Vendor-Verifier","source":"source"},{"label":"Parent","value":"MoonshotAI/K2-Vendor-Verifier","source":"source"},{"label":"Notability","value":"Routine fork of niche repo","source":"signal"},{"label":"Watch term","value":"Eval methodology","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/novitalabs/K2-Vendor-Verifier"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:55.971244+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e/signal.json","dossier_json":"https://onlylabs.fyi/labs/novita/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/novita/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/novita/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/K2-Vendor-Verifier","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/novita/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/novita/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 Novita AI's fork signal \"novitalabs/K2-Vendor-Verifier\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/K2-Vendor-Verifier","text":"Novita AI forked novitalabs/K2-Vendor-Verifier."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"is classified as","object":"fork signal","text":"novitalabs/K2-Vendor-Verifier is classified as fork signal."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"belongs to","object":"forks desk","text":"novitalabs/K2-Vendor-Verifier belongs to forks desk."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has context","object":"forked from MoonshotAI/K2-Vendor-Verifier","text":"novitalabs/K2-Vendor-Verifier has context forked from MoonshotAI/K2-Vendor-Verifier."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/K2-Vendor-Verifier has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has captured page count","object":"1","text":"novitalabs/K2-Vendor-Verifier has captured page count 1."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has readable page count","object":"1","text":"novitalabs/K2-Vendor-Verifier has readable page count 1."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has related signal count","object":"6","text":"novitalabs/K2-Vendor-Verifier has related signal count 6."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"novitalabs/K2-Vendor-Verifier has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has source host","object":"github.com","text":"novitalabs/K2-Vendor-Verifier has source host github.com."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has lab","object":"Novita AI","text":"novitalabs/K2-Vendor-Verifier has lab Novita AI."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has signal desk","object":"forks","text":"novitalabs/K2-Vendor-Verifier has signal desk forks."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has source host","object":"github.com","text":"novitalabs/K2-Vendor-Verifier has source host github.com."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has repository","object":"novitalabs/K2-Vendor-Verifier","text":"novitalabs/K2-Vendor-Verifier has repository novitalabs/K2-Vendor-Verifier."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has parent","object":"MoonshotAI/K2-Vendor-Verifier","text":"novitalabs/K2-Vendor-Verifier has parent MoonshotAI/K2-Vendor-Verifier."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has notability","object":"Routine fork of niche repo","text":"novitalabs/K2-Vendor-Verifier has notability Routine fork of niche repo."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/K2-Vendor-Verifier has watch term Eval methodology."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has watch term","object":"Infrastructure","text":"novitalabs/K2-Vendor-Verifier has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Novita AI forked novitalabs/K2-Vendor-Verifier (forked from MoonshotAI/K2-Vendor-Verifier). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/K2-Vendor-Verifier · parent MoonshotAI/K2-Vendor-Verifier · Routine fork of niche repo. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/K2-Vendor-Verifier","text":"Novita AI forked novitalabs/K2-Vendor-Verifier."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"is classified as","object":"fork signal","text":"novitalabs/K2-Vendor-Verifier is classified as fork signal."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"belongs to","object":"forks desk","text":"novitalabs/K2-Vendor-Verifier belongs to forks desk."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has context","object":"forked from MoonshotAI/K2-Vendor-Verifier","text":"novitalabs/K2-Vendor-Verifier has context forked from MoonshotAI/K2-Vendor-Verifier."},{"subject":"novitalabs/K2-Vendor-Verifier","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/K2-Vendor-Verifier has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4c5b786c-9484-422f-ae0c-ae135df3397e","url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e","json_url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e/signal.json","source_url":"https://github.com/novitalabs/K2-Vendor-Verifier","title":"novitalabs/K2-Vendor-Verifier","summary":"Novita AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from MoonshotAI/K2-Vendor-Verifier","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-20T07:53:21+00:00","first_seen_at":"2026-06-05T22:32:19.042343+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/novitalabs/K2-Vendor-Verifier"]},"facets":{"repo":"novitalabs/K2-Vendor-Verifier","parent":"MoonshotAI/K2-Vendor-Verifier"},"traction":{"github_stars":0,"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/novitalabs/K2-Vendor-Verifier","final_url":"https://github.com/novitalabs/K2-Vendor-Verifier","title":"novitalabs/K2-Vendor-Verifier repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:55.971244+00:00","bytes":35401,"raw_path":"1fa6f6cd34864c22644b1277224e567a407d1797c48454a703c16b0764a5804f.json","content_hash":"a66210e640e62d47606740ec40697c2854806e758b3a91a3e7aa82393b99613e","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/K2-Vendor-Verifier Description: Verify Precision of all Kimi K2 API Vendor Language: Python Stars: 0 Forks: 0 Open issues: 1 Created: 2026-04-20T07:53:21Z Pushed: 2026-06-03T11:03:39Z Default branch: main Fork: yes Parent repository: MoonshotAI/K2-Vendor-Verifier Archived: no README: K2 Vendor Verifier We've updated the evaluation approach for kimi-vendor-verifier. Click [here](https://www.kimi.com/blog/kimi-vendor-verifier.html) for more details. What's K2VV Since the release of the Kimi K2 model, we have received numerous feedback on the precision of Kimi K2 in toolcall. Given that K2 focuses on the agentic loop, the reliability of toolcall is of utmost importance. We have observed significant differences in the toolcall performance of various open-source solutions and vendors. When selecting a provider, users often prioritize lower latency and cost, but may inadvertently overlook more subtle yet critical differences in model accuracy. These inconsistencies not only affect user experience but also impact K2's performance in various benchmarking results. To mitigate these problems, we launch K2 Vendor Verifier to monitor and enhance the quality of all K2 APIs. We hope..."},"evidence_pages":[{"url":"https://github.com/novitalabs/K2-Vendor-Verifier","final_url":"https://github.com/novitalabs/K2-Vendor-Verifier","title":"novitalabs/K2-Vendor-Verifier repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:55.971244+00:00","bytes":35401,"raw_path":"1fa6f6cd34864c22644b1277224e567a407d1797c48454a703c16b0764a5804f.json","content_hash":"a66210e640e62d47606740ec40697c2854806e758b3a91a3e7aa82393b99613e","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/K2-Vendor-Verifier Description: Verify Precision of all Kimi K2 API Vendor Language: Python Stars: 0 Forks: 0 Open issues: 1 Created: 2026-04-20T07:53:21Z Pushed: 2026-06-03T11:03:39Z Default branch: main Fork: yes Parent repository: MoonshotAI/K2-Vendor-Verifier Archived: no README: K2 Vendor Verifier We've updated the evaluation approach for kimi-vendor-verifier. Click [here](https://www.kimi.com/blog/kimi-vendor-verifier.html) for more details. What's K2VV Since the release of the Kimi K2 model, we have received numerous feedback on the precision of Kimi K2 in toolcall. Given that K2 focuses on the agentic loop, the reliability of toolcall is of utmost importance. We have observed significant differences in the toolcall performance of various open-source solutions and vendors. When selecting a provider, users often prioritize lower latency and cost, but may inadvertently overlook more subtle yet critical differences in model accuracy. These inconsistencies not only affect user experience but also impact K2's performance in various benchmarking results. To mitigate these problems, we launch K2 Vendor Verifier to monitor and enhance the quality of all K2 APIs. We hope..."}],"related_signals":[{"id":"5779a45c-310d-4f27-b254-ef974fc77617","url":"https://onlylabs.fyi/signals/5779a45c-310d-4f27-b254-ef974fc77617","source_url":"https://github.com/novitalabs/modded-nanogpt","title":"novitalabs/modded-nanogpt","context":"forked from KellerJordan/modded-nanogpt","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-03T08:52:09+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"624631ab-2a8f-4350-a5a7-2a9ac2b6976e","url":"https://onlylabs.fyi/signals/624631ab-2a8f-4350-a5a7-2a9ac2b6976e","source_url":"https://github.com/novitalabs/gateway-api-inference-extension","title":"novitalabs/gateway-api-inference-extension","context":"forked from kubernetes-sigs/gateway-api-inference-extension","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-11T07:47:54+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"57649e71-670f-4399-8fc0-5b4f40dcd51b","url":"https://onlylabs.fyi/signals/57649e71-670f-4399-8fc0-5b4f40dcd51b","source_url":"https://github.com/novitalabs/MiniMax-Provider-Verifier","title":"novitalabs/MiniMax-Provider-Verifier","context":"forked from MiniMax-AI/MiniMax-Provider-Verifier","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-22T03:59:59+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"03f9361e-6bed-4a8f-8ab6-58b1bfc1ce30","url":"https://onlylabs.fyi/signals/03f9361e-6bed-4a8f-8ab6-58b1bfc1ce30","source_url":"https://github.com/novitalabs/Kimi-Vendor-Verifier","title":"novitalabs/Kimi-Vendor-Verifier","context":"forked from MoonshotAI/Kimi-Vendor-Verifier","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-20T07:50:31+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"1ea96c76-a565-4c04-920d-5963f5347013","url":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013","source_url":"https://github.com/novitalabs/dynamo","title":"novitalabs/dynamo","context":"forked from ai-dynamo/dynamo","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-15T10:51:55+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"7c4ca9e6-b044-4f95-801c-0abecc59f4a5","url":"https://onlylabs.fyi/signals/7c4ca9e6-b044-4f95-801c-0abecc59f4a5","source_url":"https://github.com/novitalabs/SpecForge","title":"novitalabs/SpecForge","context":"forked from sgl-project/SpecForge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-03-09T09:26:12+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"}]}