{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/maxToki","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/fc7a4359-4feb-495c-9296-e4c91a7a0328","json_url":"https://onlylabs.fyi/signals/fc7a4359-4feb-495c-9296-e4c91a7a0328/signal.json","generated_at":"2026-06-11T02:51:51.550451+00:00","org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/nvidia","dossier_json_url":"https://onlylabs.fyi/labs/nvidia/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/fc7a4359-4feb-495c-9296-e4c91a7a0328","signal_json":"https://onlylabs.fyi/signals/fc7a4359-4feb-495c-9296-e4c91a7a0328/signal.json","source":"https://github.com/NVIDIA/maxToki","lab_dossier":"https://onlylabs.fyi/labs/nvidia","lab_dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis":"https://onlylabs.fyi/analysis/nvidia","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/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":"NVIDIA published NVIDIA/maxToki (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/maxToki · language Python · Very low stars, minimal 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/NVIDIA/maxToki","source_host":"github.com","occurred_at":"2026-03-30T23:20:25+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"NVIDIA","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NVIDIA/maxToki","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"28","source":"traction"},{"label":"Notability","value":"Very low stars, minimal traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model 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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/fc7a4359-4feb-495c-9296-e4c91a7a0328/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/maxToki","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nvidia/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nvidia/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 NVIDIA's repo signal \"NVIDIA/maxToki\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/maxToki","text":"NVIDIA published repo NVIDIA/maxToki."},{"subject":"NVIDIA/maxToki","predicate":"is classified as","object":"repo signal","text":"NVIDIA/maxToki is classified as repo signal."},{"subject":"NVIDIA/maxToki","predicate":"belongs to","object":"repos desk","text":"NVIDIA/maxToki belongs to repos desk."},{"subject":"NVIDIA/maxToki","predicate":"has context","object":"Python","text":"NVIDIA/maxToki has context Python."},{"subject":"NVIDIA/maxToki","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/maxToki has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/maxToki","predicate":"has captured page count","object":"1","text":"NVIDIA/maxToki has captured page count 1."},{"subject":"NVIDIA/maxToki","predicate":"has readable page count","object":"1","text":"NVIDIA/maxToki has readable page count 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repos."},{"subject":"NVIDIA/maxToki","predicate":"has source host","object":"github.com","text":"NVIDIA/maxToki has source host github.com."},{"subject":"NVIDIA/maxToki","predicate":"has repository","object":"NVIDIA/maxToki","text":"NVIDIA/maxToki has repository NVIDIA/maxToki."},{"subject":"NVIDIA/maxToki","predicate":"has language","object":"Python","text":"NVIDIA/maxToki has language Python."},{"subject":"NVIDIA/maxToki","predicate":"has stars","object":"28","text":"NVIDIA/maxToki has stars 28."},{"subject":"NVIDIA/maxToki","predicate":"has notability","object":"Very low stars, minimal traction","text":"NVIDIA/maxToki has notability Very low stars, minimal traction."},{"subject":"NVIDIA/maxToki","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/maxToki has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/maxToki (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/maxToki · language Python · Very low stars, minimal traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/maxToki","text":"NVIDIA published repo NVIDIA/maxToki."},{"subject":"NVIDIA/maxToki","predicate":"is classified as","object":"repo signal","text":"NVIDIA/maxToki is classified as repo signal."},{"subject":"NVIDIA/maxToki","predicate":"belongs to","object":"repos desk","text":"NVIDIA/maxToki belongs to repos desk."},{"subject":"NVIDIA/maxToki","predicate":"has context","object":"Python","text":"NVIDIA/maxToki has context Python."},{"subject":"NVIDIA/maxToki","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/maxToki has evidence coverage 1 captured evidence page."}]},"signal":{"id":"fc7a4359-4feb-495c-9296-e4c91a7a0328","url":"https://onlylabs.fyi/signals/fc7a4359-4feb-495c-9296-e4c91a7a0328","json_url":"https://onlylabs.fyi/signals/fc7a4359-4feb-495c-9296-e4c91a7a0328/signal.json","source_url":"https://github.com/NVIDIA/maxToki","title":"NVIDIA/maxToki","summary":"NVIDIA 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":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-03-30T23:20:25+00:00","first_seen_at":"2026-06-05T20:58:43.255815+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/NVIDIA/maxToki"]},"facets":{"repo":"NVIDIA/maxToki","language":"Python"},"traction":{"github_stars":28,"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/NVIDIA/maxToki","final_url":"https://github.com/NVIDIA/maxToki","title":"NVIDIA/maxToki repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:51.550451+00:00","bytes":25197,"raw_path":"a18948278d44cc06e2c9fbb942e3b4101465850f3a248b180d9da930e8ee4526.json","content_hash":"4247a9ab3f8df59eaf87da01a716bfd10dcbc30df638bdbd6521a83131cf2d26","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/maxToki Description: MaxToki: an autoregressive single-cell language model built on BioNeMo/NeMo/Megatron. 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Hardware Requirements | | Minimum | Recommended | |---|---|---| | GPU | NVIDIA A100 | H100 80GB | | VRAM | 40 GB | 80 GB | | CUDA | 12.x | 12.4+ | | Driver |..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/maxToki","final_url":"https://github.com/NVIDIA/maxToki","title":"NVIDIA/maxToki repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:51.550451+00:00","bytes":25197,"raw_path":"a18948278d44cc06e2c9fbb942e3b4101465850f3a248b180d9da930e8ee4526.json","content_hash":"4247a9ab3f8df59eaf87da01a716bfd10dcbc30df638bdbd6521a83131cf2d26","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/maxToki Description: MaxToki: an autoregressive single-cell language model built on BioNeMo/NeMo/Megatron. 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