{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/nv-sflow","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c624acad-981f-4096-a1d3-72fef4b238b2","json_url":"https://onlylabs.fyi/signals/c624acad-981f-4096-a1d3-72fef4b238b2/signal.json","generated_at":"2026-06-11T02:52:45.917976+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/c624acad-981f-4096-a1d3-72fef4b238b2","signal_json":"https://onlylabs.fyi/signals/c624acad-981f-4096-a1d3-72fef4b238b2/signal.json","source":"https://github.com/NVIDIA/nv-sflow","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/nv-sflow (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/nv-sflow · language Python · New repo with low 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/nv-sflow","source_host":"github.com","occurred_at":"2026-03-03T03:29:47+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/nv-sflow","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"37","source":"traction"},{"label":"Notability","value":"New repo with low traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch 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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/c624acad-981f-4096-a1d3-72fef4b238b2/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/nv-sflow","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/nv-sflow\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/nv-sflow","text":"NVIDIA published repo NVIDIA/nv-sflow."},{"subject":"NVIDIA/nv-sflow","predicate":"is classified as","object":"repo signal","text":"NVIDIA/nv-sflow is classified as repo signal."},{"subject":"NVIDIA/nv-sflow","predicate":"belongs to","object":"repos desk","text":"NVIDIA/nv-sflow belongs to repos desk."},{"subject":"NVIDIA/nv-sflow","predicate":"has context","object":"Python","text":"NVIDIA/nv-sflow has context Python."},{"subject":"NVIDIA/nv-sflow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/nv-sflow has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/nv-sflow","predicate":"has captured page count","object":"1","text":"NVIDIA/nv-sflow has captured page count 1."},{"subject":"NVIDIA/nv-sflow","predicate":"has readable page count","object":"1","text":"NVIDIA/nv-sflow has readable page count 1."},{"subject":"NVIDIA/nv-sflow","predicate":"has related signal count","object":"6","text":"NVIDIA/nv-sflow has related signal count 6."},{"subject":"NVIDIA/nv-sflow","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":"NVIDIA/nv-sflow 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":"NVIDIA/nv-sflow","predicate":"has source host","object":"github.com","text":"NVIDIA/nv-sflow has source host github.com."},{"subject":"NVIDIA/nv-sflow","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/nv-sflow has lab NVIDIA."},{"subject":"NVIDIA/nv-sflow","predicate":"has signal desk","object":"repos","text":"NVIDIA/nv-sflow has signal desk repos."},{"subject":"NVIDIA/nv-sflow","predicate":"has source host","object":"github.com","text":"NVIDIA/nv-sflow has source host github.com."},{"subject":"NVIDIA/nv-sflow","predicate":"has repository","object":"NVIDIA/nv-sflow","text":"NVIDIA/nv-sflow has repository NVIDIA/nv-sflow."},{"subject":"NVIDIA/nv-sflow","predicate":"has language","object":"Python","text":"NVIDIA/nv-sflow has language Python."},{"subject":"NVIDIA/nv-sflow","predicate":"has stars","object":"37","text":"NVIDIA/nv-sflow has stars 37."},{"subject":"NVIDIA/nv-sflow","predicate":"has notability","object":"New repo with low traction","text":"NVIDIA/nv-sflow has notability New repo with low traction."},{"subject":"NVIDIA/nv-sflow","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/nv-sflow has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/nv-sflow (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/nv-sflow · language Python · New repo with low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/nv-sflow","text":"NVIDIA published repo NVIDIA/nv-sflow."},{"subject":"NVIDIA/nv-sflow","predicate":"is classified as","object":"repo signal","text":"NVIDIA/nv-sflow is classified as repo signal."},{"subject":"NVIDIA/nv-sflow","predicate":"belongs to","object":"repos desk","text":"NVIDIA/nv-sflow belongs to repos desk."},{"subject":"NVIDIA/nv-sflow","predicate":"has context","object":"Python","text":"NVIDIA/nv-sflow has context Python."},{"subject":"NVIDIA/nv-sflow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/nv-sflow has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c624acad-981f-4096-a1d3-72fef4b238b2","url":"https://onlylabs.fyi/signals/c624acad-981f-4096-a1d3-72fef4b238b2","json_url":"https://onlylabs.fyi/signals/c624acad-981f-4096-a1d3-72fef4b238b2/signal.json","source_url":"https://github.com/NVIDIA/nv-sflow","title":"NVIDIA/nv-sflow","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":"2026-03-03T03:29:47+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/nv-sflow"]},"facets":{"repo":"NVIDIA/nv-sflow","language":"Python"},"traction":{"github_stars":37,"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/nv-sflow","final_url":"https://github.com/NVIDIA/nv-sflow","title":"NVIDIA/nv-sflow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:45.917976+00:00","bytes":12962,"raw_path":"d765b4497eaab698cdf25adacd7ac1f891d75b29bb47d02e25844fab65c7d177.json","content_hash":"165fd65b9146acbdeab3807e7329136b9b0fd84b6da448cfa73efa78a410580c","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/nv-sflow Description: A Python CLI workflow orchestrator with pluggable backends (e.g. local, Slurm) for running declarative YAML DAGs, collecting logs, and organizing outputs consistently. Language: Python License: Apache-2.0 Stars: 37 Forks: 4 Open issues: 2 Created: 2026-03-03T03:29:47Z Pushed: 2026-05-26T02:30:40Z Default branch: main Fork: no Archived: no README: sflow [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](LICENSE) [![Python](https://img.shields.io/badge/python-3.10%2B-blue.svg)](https://www.python.org/downloads/) [![CI](https://github.com/NVIDIA/nv-sflow/actions/workflows/ci.yml/badge.svg)](https://github.com/NVIDIA/nv-sflow/actions/workflows/ci.yml) **Quickstart:** https://nvidia.github.io/nv-sflow/docs/user/quickstart A **declarative workflow descriptor** that separates _what to deploy_ from _where to deploy it_, see our [project page](https://nvidia.github.io/nv-sflow/). Describe your workflow once in a portable YAML -- tasks, dependencies, resources, and launch methods -- and `sflow` executes the DAG through swappable backends, leveraging each platform's native ecosystem. Write one `sflow.yaml` and run it across environments with..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/nv-sflow","final_url":"https://github.com/NVIDIA/nv-sflow","title":"NVIDIA/nv-sflow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:45.917976+00:00","bytes":12962,"raw_path":"d765b4497eaab698cdf25adacd7ac1f891d75b29bb47d02e25844fab65c7d177.json","content_hash":"165fd65b9146acbdeab3807e7329136b9b0fd84b6da448cfa73efa78a410580c","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/nv-sflow Description: A Python CLI workflow orchestrator with pluggable backends (e.g. local, Slurm) for running declarative YAML DAGs, collecting logs, and organizing outputs consistently. 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