{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Fork: novitalabs/openbench","description":"Novita AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/074c0c73-9e11-43ec-844e-9be5cd88e237","json_url":"https://onlylabs.fyi/signals/074c0c73-9e11-43ec-844e-9be5cd88e237/signal.json","generated_at":"2026-08-28T18:37:42.661Z","evidence_latest_fetched_at":"2026-08-11T07:02:12.556599+00:00","signal_first_seen_at":"2026-08-11T07:00:54.069241+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/074c0c73-9e11-43ec-844e-9be5cd88e237","signal_json":"https://onlylabs.fyi/signals/074c0c73-9e11-43ec-844e-9be5cd88e237/signal.json","source":"https://github.com/novitalabs/openbench","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/openbench (forked from groq/openbench). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/openbench · parent groq/openbench. 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/openbench","source_host":"github.com","occurred_at":"2026-08-10T08:28:38+00:00","first_seen_at":"2026-08-11T07:00:54.069241+00:00","date_source":"source","context":"forked from groq/openbench"},"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/openbench","source":"source"},{"label":"Parent","value":"groq/openbench","source":"source"},{"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/novitalabs/openbench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-11T07:02:12.556599+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/074c0c73-9e11-43ec-844e-9be5cd88e237/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/074c0c73-9e11-43ec-844e-9be5cd88e237/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/openbench","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/openbench\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/openbench","text":"Novita AI forked novitalabs/openbench."},{"subject":"novitalabs/openbench","predicate":"is classified as","object":"fork signal","text":"novitalabs/openbench is classified as fork signal."},{"subject":"novitalabs/openbench","predicate":"belongs to","object":"forks desk","text":"novitalabs/openbench belongs to forks desk."},{"subject":"novitalabs/openbench","predicate":"has context","object":"forked from groq/openbench","text":"novitalabs/openbench has context forked from groq/openbench."},{"subject":"novitalabs/openbench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/openbench has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/openbench","predicate":"has captured page count","object":"1","text":"novitalabs/openbench has captured page count 1."},{"subject":"novitalabs/openbench","predicate":"has readable page count","object":"1","text":"novitalabs/openbench has readable page count 1."},{"subject":"novitalabs/openbench","predicate":"has related signal count","object":"6","text":"novitalabs/openbench has related signal count 6."},{"subject":"novitalabs/openbench","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/openbench 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/openbench","predicate":"has source host","object":"github.com","text":"novitalabs/openbench has source host github.com."},{"subject":"novitalabs/openbench","predicate":"has lab","object":"Novita AI","text":"novitalabs/openbench has lab Novita AI."},{"subject":"novitalabs/openbench","predicate":"has signal desk","object":"forks","text":"novitalabs/openbench has signal desk forks."},{"subject":"novitalabs/openbench","predicate":"has source host","object":"github.com","text":"novitalabs/openbench has source host github.com."},{"subject":"novitalabs/openbench","predicate":"has repository","object":"novitalabs/openbench","text":"novitalabs/openbench has repository novitalabs/openbench."},{"subject":"novitalabs/openbench","predicate":"has parent","object":"groq/openbench","text":"novitalabs/openbench has parent groq/openbench."},{"subject":"novitalabs/openbench","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/openbench has watch term Eval methodology."},{"subject":"novitalabs/openbench","predicate":"has watch term","object":"Model card","text":"novitalabs/openbench has watch term Model card."},{"subject":"novitalabs/openbench","predicate":"has watch term","object":"Data pipeline","text":"novitalabs/openbench has watch term Data pipeline."}]},"intelligence":{"signal_desk":"forks","answer":"Novita AI forked novitalabs/openbench (forked from groq/openbench). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/openbench · parent groq/openbench. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/openbench","text":"Novita AI forked novitalabs/openbench."},{"subject":"novitalabs/openbench","predicate":"is classified as","object":"fork signal","text":"novitalabs/openbench is classified as fork signal."},{"subject":"novitalabs/openbench","predicate":"belongs to","object":"forks desk","text":"novitalabs/openbench belongs to forks desk."},{"subject":"novitalabs/openbench","predicate":"has context","object":"forked from groq/openbench","text":"novitalabs/openbench has context forked from groq/openbench."},{"subject":"novitalabs/openbench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/openbench has evidence coverage 1 captured evidence page."}]},"signal":{"id":"074c0c73-9e11-43ec-844e-9be5cd88e237","url":"https://onlylabs.fyi/signals/074c0c73-9e11-43ec-844e-9be5cd88e237","json_url":"https://onlylabs.fyi/signals/074c0c73-9e11-43ec-844e-9be5cd88e237/signal.json","source_url":"https://github.com/novitalabs/openbench","title":"novitalabs/openbench","summary":"Novita AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from groq/openbench","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-10T08:28:38+00:00","first_seen_at":"2026-08-11T07:00:54.069241+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/openbench"]},"facets":{"repo":"novitalabs/openbench","parent":"groq/openbench"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/novitalabs/openbench","final_url":"https://github.com/novitalabs/openbench","title":"novitalabs/openbench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-11T07:02:12.556599+00:00","bytes":32727,"raw_path":"60a69941ac855ca31d69dd53174404a3ff072b064bf690537af8f99644894907.json","content_hash":"ac5105bc95e0259e11fb0db6f9a5f3875ccb15c001a8815fe8eb5689275b7b4f","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/openbench Description: Provider-agnostic, open-source evaluation infrastructure for language models License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2026-08-10T08:28:38Z Pushed: 2026-08-10T11:16:46Z Default branch: main Fork: yes Parent repository: groq/openbench Archived: no README: openbench Provider-agnostic, open-source evaluation infrastructure for language models openbench provides standardized, reproducible benchmarking for LLMs across 30+ evaluation suites (and growing) spanning knowledge, math, reasoning, coding, science, reading comprehension, health, long-context recall, graph reasoning, and first-class support for your own local evals to preserve privacy. **Works with any model provider** - Groq, OpenAI, Anthropic, Cohere, Google, AWS Bedrock, Azure, local models via Ollama, Hugging Face, and 30+ other providers. To get started, see the tutorial below or reference the [docs](https://openbench.dev/). Features - **🎯 95+ Benchmarks**: MMLU, GPQA, HumanEval, SimpleQA, competition math (AIME, HMMT), SciCode, GraphWalks, and more - **🔧 Simple CLI**: `bench list`, `bench describe`, `bench eval` (also available as `openbench`), `-M`/`-T` flags for model/task..."},"evidence_pages":[],"related_signals":[{"id":"abdfa1f4-1bd3-4adf-86c4-aaa0c00f4918","url":"https://onlylabs.fyi/signals/abdfa1f4-1bd3-4adf-86c4-aaa0c00f4918","source_url":"https://github.com/novitalabs/tau2-bench","title":"novitalabs/tau2-bench","context":"forked from sierra-research/tau2-bench","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-12T05:53:34+00:00","first_seen_at":"2026-08-12T07:00:54.618643+00:00","date_source":"source"},{"id":"97087892-de97-4195-ba8b-8ac106741a10","url":"https://onlylabs.fyi/signals/97087892-de97-4195-ba8b-8ac106741a10","source_url":"https://github.com/novitalabs/glm-simple-evals","title":"novitalabs/glm-simple-evals","context":"forked from zai-org/glm-simple-evals","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-06T10:57:37+00:00","first_seen_at":"2026-07-07T07:00:53.244228+00:00","date_source":"source"},{"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":"4c5b786c-9484-422f-ae0c-ae135df3397e","url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e","source_url":"https://github.com/novitalabs/K2-Vendor-Verifier","title":"novitalabs/K2-Vendor-Verifier","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"}]}