{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/ais-k8s","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e8ae4755-4b39-4a4d-89bd-981a95b8213f","json_url":"https://onlylabs.fyi/signals/e8ae4755-4b39-4a4d-89bd-981a95b8213f/signal.json","generated_at":"2026-06-11T03:13:29.337847+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/e8ae4755-4b39-4a4d-89bd-981a95b8213f","signal_json":"https://onlylabs.fyi/signals/e8ae4755-4b39-4a4d-89bd-981a95b8213f/signal.json","source":"https://github.com/NVIDIA/ais-k8s","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"NVIDIA published NVIDIA/ais-k8s (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/ais-k8s · language Go. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/NVIDIA/ais-k8s","source_host":"github.com","occurred_at":"2020-05-06T19:16:37+00:00","first_seen_at":"2026-06-09T07:00:17.261926+00:00","date_source":"source","context":"Go"},"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/ais-k8s","source":"source"},{"label":"Language","value":"Go","source":"source"},{"label":"Stars","value":"132","source":"traction"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"deployment","source":"radar"},{"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/NVIDIA/ais-k8s"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:13:29.337847+00:00"},"data_business":{"matches":true,"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["deployment"],"score":14,"reason":"NVIDIA has a repo signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e8ae4755-4b39-4a4d-89bd-981a95b8213f/signal.json","dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Product and customer?","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/e8ae4755-4b39-4a4d-89bd-981a95b8213f/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/ais-k8s","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/ais-k8s\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/ais-k8s","text":"NVIDIA published repo NVIDIA/ais-k8s."},{"subject":"NVIDIA/ais-k8s","predicate":"is classified as","object":"repo signal","text":"NVIDIA/ais-k8s is classified as repo signal."},{"subject":"NVIDIA/ais-k8s","predicate":"belongs to","object":"repos desk","text":"NVIDIA/ais-k8s belongs to repos desk."},{"subject":"NVIDIA/ais-k8s","predicate":"has context","object":"Go","text":"NVIDIA/ais-k8s has context Go."},{"subject":"NVIDIA/ais-k8s","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/ais-k8s has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/ais-k8s","predicate":"matches data-business lanes","object":"Product and customer","text":"NVIDIA/ais-k8s matches data-business lanes Product and customer."},{"subject":"NVIDIA/ais-k8s","predicate":"has captured page count","object":"1","text":"NVIDIA/ais-k8s has captured page count 1."},{"subject":"NVIDIA/ais-k8s","predicate":"has readable page count","object":"1","text":"NVIDIA/ais-k8s has readable page count 1."},{"subject":"NVIDIA/ais-k8s","predicate":"has related signal count","object":"6","text":"NVIDIA/ais-k8s has related signal count 6."},{"subject":"NVIDIA/ais-k8s","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/ais-k8s 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/ais-k8s","predicate":"has source host","object":"github.com","text":"NVIDIA/ais-k8s has source host github.com."},{"subject":"NVIDIA/ais-k8s","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/ais-k8s has lab NVIDIA."},{"subject":"NVIDIA/ais-k8s","predicate":"has signal desk","object":"repos","text":"NVIDIA/ais-k8s has signal desk repos."},{"subject":"NVIDIA/ais-k8s","predicate":"has source host","object":"github.com","text":"NVIDIA/ais-k8s has source host github.com."},{"subject":"NVIDIA/ais-k8s","predicate":"has repository","object":"NVIDIA/ais-k8s","text":"NVIDIA/ais-k8s has repository NVIDIA/ais-k8s."},{"subject":"NVIDIA/ais-k8s","predicate":"has language","object":"Go","text":"NVIDIA/ais-k8s has language Go."},{"subject":"NVIDIA/ais-k8s","predicate":"has stars","object":"132","text":"NVIDIA/ais-k8s has stars 132."},{"subject":"NVIDIA/ais-k8s","predicate":"has radar lane","object":"Product and customer","text":"NVIDIA/ais-k8s has radar lane Product and customer."},{"subject":"NVIDIA/ais-k8s","predicate":"has matched term","object":"deployment","text":"NVIDIA/ais-k8s has matched term deployment."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/ais-k8s (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/ais-k8s · language Go. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/ais-k8s","text":"NVIDIA published repo NVIDIA/ais-k8s."},{"subject":"NVIDIA/ais-k8s","predicate":"is classified as","object":"repo signal","text":"NVIDIA/ais-k8s is classified as repo signal."},{"subject":"NVIDIA/ais-k8s","predicate":"belongs to","object":"repos desk","text":"NVIDIA/ais-k8s belongs to repos desk."},{"subject":"NVIDIA/ais-k8s","predicate":"has context","object":"Go","text":"NVIDIA/ais-k8s has context Go."},{"subject":"NVIDIA/ais-k8s","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/ais-k8s has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/ais-k8s","predicate":"matches data-business lanes","object":"Product and customer","text":"NVIDIA/ais-k8s matches data-business lanes Product and customer."}]},"signal":{"id":"e8ae4755-4b39-4a4d-89bd-981a95b8213f","url":"https://onlylabs.fyi/signals/e8ae4755-4b39-4a4d-89bd-981a95b8213f","json_url":"https://onlylabs.fyi/signals/e8ae4755-4b39-4a4d-89bd-981a95b8213f/signal.json","source_url":"https://github.com/NVIDIA/ais-k8s","title":"NVIDIA/ais-k8s","summary":"NVIDIA published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2020-05-06T19:16:37+00:00","first_seen_at":"2026-06-09T07:00:17.261926+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/ais-k8s"]},"facets":{"repo":"NVIDIA/ais-k8s","language":"Go"},"traction":{"github_stars":132,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":14,"matched_terms":["deployment"],"reason":"NVIDIA has a repo signal matching product and customer."}},"primary_evidence_page":{"url":"https://github.com/NVIDIA/ais-k8s","final_url":"https://github.com/NVIDIA/ais-k8s","title":"NVIDIA/ais-k8s repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:29.337847+00:00","bytes":9915,"raw_path":"c049888ecec8baca79ca61177fcdcd7babe1bf2fd40ec7848801dc47f4afa9f2.json","content_hash":"d603c52fd3733c12c9ba7549b120ba87b79c1646284ddfe5e2c9c89401e807bd","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/ais-k8s Description: Kubernetes Operator, Helm Charts, Ansible Playbooks, and utility scripts for large-scale AIStore deployments on Kubernetes. Language: Go License: MIT Stars: 132 Forks: 34 Open issues: 2 Created: 2020-05-06T19:16:37Z Pushed: 2026-06-10T22:59:28Z Default branch: main Fork: no Archived: no README: AIStore on Kubernetes [![Artifact Hub](https://img.shields.io/endpoint?url=https://artifacthub.io/badge/repository/aistore)](https://artifacthub.io/packages/search?repo=aistore) [AIStore](https://github.com/NVIDIA/aistore) is a lightweight, scalable object storage solution designed for AI applications. This repository serves as a complete toolkit for setting up AIStore in a Kubernetes (K8s) environment. Overview - [**Documentation/Guide**](docs/README.md): This guide provides detailed, step-by-step instructions for deploying AIStore on K8s. - [**Ansible Playbooks**](playbooks/README.md): These playbooks are designed to streamline the setup of Kubernetes worker nodes for hosting AIStore deployments. - [**Kubernetes Operator**](operator/README.md): The AIS K8s Operator simplifies critical tasks such as bootstrapping, deployment, scaling, graceful shutdowns, and..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/ais-k8s","final_url":"https://github.com/NVIDIA/ais-k8s","title":"NVIDIA/ais-k8s repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:29.337847+00:00","bytes":9915,"raw_path":"c049888ecec8baca79ca61177fcdcd7babe1bf2fd40ec7848801dc47f4afa9f2.json","content_hash":"d603c52fd3733c12c9ba7549b120ba87b79c1646284ddfe5e2c9c89401e807bd","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/ais-k8s Description: Kubernetes Operator, Helm Charts, Ansible Playbooks, and utility scripts for large-scale AIStore deployments on Kubernetes. Language: Go License: MIT Stars: 132 Forks: 34 Open issues: 2 Created: 2020-05-06T19:16:37Z Pushed: 2026-06-10T22:59:28Z Default branch: main Fork: no Archived: no README: AIStore on Kubernetes [![Artifact Hub](https://img.shields.io/endpoint?url=https://artifacthub.io/badge/repository/aistore)](https://artifacthub.io/packages/search?repo=aistore) [AIStore](https://github.com/NVIDIA/aistore) is a lightweight, scalable object storage solution designed for AI applications. This repository serves as a complete toolkit for setting up AIStore in a Kubernetes (K8s) environment. Overview - [**Documentation/Guide**](docs/README.md): This guide provides detailed, step-by-step instructions for deploying AIStore on K8s. - [**Ansible Playbooks**](playbooks/README.md): These playbooks are designed to streamline the setup of Kubernetes worker nodes for hosting AIStore deployments. - [**Kubernetes Operator**](operator/README.md): The AIS K8s Operator simplifies critical tasks such as bootstrapping, deployment, scaling, graceful shutdowns, and..."}],"related_signals":[{"id":"9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","url":"https://onlylabs.fyi/signals/9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","source_url":"https://github.com/NVIDIA/srt-slurm-recipes","title":"NVIDIA/srt-slurm-recipes","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-06T16:27:18+00:00","first_seen_at":"2026-06-09T07:00:17.261926+00:00","date_source":"source"},{"id":"69994713-c7b8-497a-9632-f22a985e3ab2","url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2","source_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-22T18:08:59+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"8e495175-9ea0-4970-8f0c-bce8e6eeddbb","url":"https://onlylabs.fyi/signals/8e495175-9ea0-4970-8f0c-bce8e6eeddbb","source_url":"https://github.com/NVIDIA/nv-config-manager","title":"NVIDIA/nv-config-manager","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-21T20:26:37+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"20d352e8-82e7-477b-8bdf-923812420180","url":"https://onlylabs.fyi/signals/20d352e8-82e7-477b-8bdf-923812420180","source_url":"https://github.com/NVIDIA/nurec-skills","title":"NVIDIA/nurec-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-20T18:40:04+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"9ea31493-953e-4b1e-bdf1-e116d282f650","url":"https://onlylabs.fyi/signals/9ea31493-953e-4b1e-bdf1-e116d282f650","source_url":"https://github.com/NVIDIA/cosmos-framework","title":"NVIDIA/cosmos-framework","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T16:27:26+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"6d0e432a-4b75-4cda-880e-54189f717d5b","url":"https://onlylabs.fyi/signals/6d0e432a-4b75-4cda-880e-54189f717d5b","source_url":"https://github.com/NVIDIA/harmonizer","title":"NVIDIA/harmonizer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T15:39:32+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"}]}