{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/OpenShell","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/6975bc4d-62d7-4ada-b509-2682cfb07380","json_url":"https://onlylabs.fyi/signals/6975bc4d-62d7-4ada-b509-2682cfb07380/signal.json","generated_at":"2026-06-11T02:52:54.031391+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/6975bc4d-62d7-4ada-b509-2682cfb07380","signal_json":"https://onlylabs.fyi/signals/6975bc4d-62d7-4ada-b509-2682cfb07380/signal.json","source":"https://github.com/NVIDIA/OpenShell","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/OpenShell (Rust). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/OpenShell · language Rust · High stars for new NVIDIA repo, but low HN 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/OpenShell","source_host":"github.com","occurred_at":"2026-02-24T22:52:22+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source","context":"Rust"},"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/OpenShell","source":"source"},{"label":"Language","value":"Rust","source":"source"},{"label":"Stars","value":"7,018","source":"traction"},{"label":"Notability","value":"High stars for new NVIDIA repo, but low HN traction","source":"signal"},{"label":"Watch 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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?","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/6975bc4d-62d7-4ada-b509-2682cfb07380/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/OpenShell","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/OpenShell\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/OpenShell","text":"NVIDIA published repo NVIDIA/OpenShell."},{"subject":"NVIDIA/OpenShell","predicate":"is classified as","object":"repo signal","text":"NVIDIA/OpenShell is classified as repo signal."},{"subject":"NVIDIA/OpenShell","predicate":"belongs to","object":"repos desk","text":"NVIDIA/OpenShell belongs to repos desk."},{"subject":"NVIDIA/OpenShell","predicate":"has context","object":"Rust","text":"NVIDIA/OpenShell has context Rust."},{"subject":"NVIDIA/OpenShell","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/OpenShell has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/OpenShell","predicate":"has captured page count","object":"1","text":"NVIDIA/OpenShell has captured page count 1."},{"subject":"NVIDIA/OpenShell","predicate":"has readable page count","object":"1","text":"NVIDIA/OpenShell has readable page count 1."},{"subject":"NVIDIA/OpenShell","predicate":"has related signal count","object":"6","text":"NVIDIA/OpenShell has related signal count 6."},{"subject":"NVIDIA/OpenShell","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/OpenShell 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/OpenShell","predicate":"has source host","object":"github.com","text":"NVIDIA/OpenShell has source host github.com."},{"subject":"NVIDIA/OpenShell","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/OpenShell has lab NVIDIA."},{"subject":"NVIDIA/OpenShell","predicate":"has signal desk","object":"repos","text":"NVIDIA/OpenShell has signal desk repos."},{"subject":"NVIDIA/OpenShell","predicate":"has source host","object":"github.com","text":"NVIDIA/OpenShell has source host github.com."},{"subject":"NVIDIA/OpenShell","predicate":"has repository","object":"NVIDIA/OpenShell","text":"NVIDIA/OpenShell has repository NVIDIA/OpenShell."},{"subject":"NVIDIA/OpenShell","predicate":"has language","object":"Rust","text":"NVIDIA/OpenShell has language Rust."},{"subject":"NVIDIA/OpenShell","predicate":"has stars","object":"7,018","text":"NVIDIA/OpenShell has stars 7,018."},{"subject":"NVIDIA/OpenShell","predicate":"has notability","object":"High stars for new NVIDIA repo, but low HN traction","text":"NVIDIA/OpenShell has notability High stars for new NVIDIA repo, but low HN traction."},{"subject":"NVIDIA/OpenShell","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/OpenShell has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/OpenShell (Rust). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/OpenShell · language Rust · High stars for new NVIDIA repo, but low HN traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/OpenShell","text":"NVIDIA published repo NVIDIA/OpenShell."},{"subject":"NVIDIA/OpenShell","predicate":"is classified as","object":"repo signal","text":"NVIDIA/OpenShell is classified as repo signal."},{"subject":"NVIDIA/OpenShell","predicate":"belongs to","object":"repos desk","text":"NVIDIA/OpenShell belongs to repos desk."},{"subject":"NVIDIA/OpenShell","predicate":"has context","object":"Rust","text":"NVIDIA/OpenShell has context Rust."},{"subject":"NVIDIA/OpenShell","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/OpenShell has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6975bc4d-62d7-4ada-b509-2682cfb07380","url":"https://onlylabs.fyi/signals/6975bc4d-62d7-4ada-b509-2682cfb07380","json_url":"https://onlylabs.fyi/signals/6975bc4d-62d7-4ada-b509-2682cfb07380/signal.json","source_url":"https://github.com/NVIDIA/OpenShell","title":"NVIDIA/OpenShell","summary":"NVIDIA published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-02-24T22:52:22+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/OpenShell"]},"facets":{"repo":"NVIDIA/OpenShell","language":"Rust"},"traction":{"github_stars":7018,"hn_points":4,"hn_comments":1,"hn_story_id":"47404566","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/NVIDIA/OpenShell","final_url":"https://github.com/NVIDIA/OpenShell","title":"NVIDIA/OpenShell repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:54.031391+00:00","bytes":25900,"raw_path":"6eb73169f84ce43f98c75fcf0a5b59a0b6373d3829a3919151941cd320d6c61f.json","content_hash":"c66fa5e9467d8bb56c2618d84d5eb0217a1c2f4f9156e54b21a1867414ad2a62","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/OpenShell Description: OpenShell is the safe, private runtime for autonomous AI agents. Language: Rust License: Apache-2.0 Stars: 7015 Forks: 841 Open issues: 257 Created: 2026-02-24T22:52:22Z Pushed: 2026-06-11T00:23:54Z Default branch: main Fork: no Archived: no README: NVIDIA OpenShell [![License](https://img.shields.io/badge/License-Apache_2.0-blue)](https://github.com/NVIDIA/OpenShell/blob/main/LICENSE) [![PyPI](https://img.shields.io/badge/PyPI-openshell-orange?logo=pypi)](https://pypi.org/project/openshell/) [![Security Policy](https://img.shields.io/badge/Security-Report%20a%20Vulnerability-red)](SECURITY.md) [![Documentation](https://img.shields.io/badge/docs-latest-brightgreen)](https://docs.nvidia.com/openshell/latest/index.html) [![Project Status](https://img.shields.io/badge/status-alpha-orange)](https://docs.nvidia.com/openshell/latest/about/release-notes.html) OpenShell is the safe, private runtime for autonomous AI agents. It provides sandboxed execution environments that protect your data, credentials, and infrastructure — governed by declarative YAML policies that prevent unauthorized file access, data exfiltration, and uncontrolled network activity...."},"evidence_pages":[{"url":"https://github.com/NVIDIA/OpenShell","final_url":"https://github.com/NVIDIA/OpenShell","title":"NVIDIA/OpenShell repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:54.031391+00:00","bytes":25900,"raw_path":"6eb73169f84ce43f98c75fcf0a5b59a0b6373d3829a3919151941cd320d6c61f.json","content_hash":"c66fa5e9467d8bb56c2618d84d5eb0217a1c2f4f9156e54b21a1867414ad2a62","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/OpenShell Description: OpenShell is the safe, private runtime for autonomous AI agents. Language: Rust License: Apache-2.0 Stars: 7015 Forks: 841 Open issues: 257 Created: 2026-02-24T22:52:22Z Pushed: 2026-06-11T00:23:54Z Default branch: main Fork: no Archived: no README: NVIDIA OpenShell [![License](https://img.shields.io/badge/License-Apache_2.0-blue)](https://github.com/NVIDIA/OpenShell/blob/main/LICENSE) [![PyPI](https://img.shields.io/badge/PyPI-openshell-orange?logo=pypi)](https://pypi.org/project/openshell/) [![Security Policy](https://img.shields.io/badge/Security-Report%20a%20Vulnerability-red)](SECURITY.md) [![Documentation](https://img.shields.io/badge/docs-latest-brightgreen)](https://docs.nvidia.com/openshell/latest/index.html) [![Project Status](https://img.shields.io/badge/status-alpha-orange)](https://docs.nvidia.com/openshell/latest/about/release-notes.html) OpenShell is the safe, private runtime for autonomous AI agents. It provides sandboxed execution environments that protect your data, credentials, and infrastructure — governed by declarative YAML policies that prevent unauthorized file access, data exfiltration, and uncontrolled network activity...."}],"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"}]}