{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/instant-nurec","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2","json_url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2/signal.json","generated_at":"2026-06-11T02:41:56.626343+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/69994713-c7b8-497a-9632-f22a985e3ab2","signal_json":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2/signal.json","source":"https://github.com/NVIDIA/instant-nurec","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/instant-nurec (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/instant-nurec · language Python · Low stars, routine new repo from Nvidia.. 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/instant-nurec","source_host":"github.com","occurred_at":"2026-05-22T18:08:59+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/instant-nurec","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"14","source":"traction"},{"label":"Notability","value":"Low stars, routine new repo from Nvidia.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"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/69994713-c7b8-497a-9632-f22a985e3ab2/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/instant-nurec","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/instant-nurec\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/instant-nurec","text":"NVIDIA published repo NVIDIA/instant-nurec."},{"subject":"NVIDIA/instant-nurec","predicate":"is classified as","object":"repo signal","text":"NVIDIA/instant-nurec is classified as repo signal."},{"subject":"NVIDIA/instant-nurec","predicate":"belongs to","object":"repos desk","text":"NVIDIA/instant-nurec belongs to repos desk."},{"subject":"NVIDIA/instant-nurec","predicate":"has context","object":"Python","text":"NVIDIA/instant-nurec has context Python."},{"subject":"NVIDIA/instant-nurec","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/instant-nurec has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/instant-nurec","predicate":"has captured page count","object":"1","text":"NVIDIA/instant-nurec has captured page count 1."},{"subject":"NVIDIA/instant-nurec","predicate":"has readable page count","object":"1","text":"NVIDIA/instant-nurec has readable page count 1."},{"subject":"NVIDIA/instant-nurec","predicate":"has related signal count","object":"6","text":"NVIDIA/instant-nurec has related signal count 6."},{"subject":"NVIDIA/instant-nurec","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/instant-nurec 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/instant-nurec","predicate":"has source host","object":"github.com","text":"NVIDIA/instant-nurec has source host github.com."},{"subject":"NVIDIA/instant-nurec","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/instant-nurec has lab NVIDIA."},{"subject":"NVIDIA/instant-nurec","predicate":"has signal desk","object":"repos","text":"NVIDIA/instant-nurec has signal desk repos."},{"subject":"NVIDIA/instant-nurec","predicate":"has source host","object":"github.com","text":"NVIDIA/instant-nurec has source host github.com."},{"subject":"NVIDIA/instant-nurec","predicate":"has repository","object":"NVIDIA/instant-nurec","text":"NVIDIA/instant-nurec has repository NVIDIA/instant-nurec."},{"subject":"NVIDIA/instant-nurec","predicate":"has language","object":"Python","text":"NVIDIA/instant-nurec has language Python."},{"subject":"NVIDIA/instant-nurec","predicate":"has stars","object":"14","text":"NVIDIA/instant-nurec has stars 14."},{"subject":"NVIDIA/instant-nurec","predicate":"has notability","object":"Low stars, routine new repo from Nvidia.","text":"NVIDIA/instant-nurec has notability Low stars, routine new repo from Nvidia.."},{"subject":"NVIDIA/instant-nurec","predicate":"has watch term","object":"RL environments","text":"NVIDIA/instant-nurec has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/instant-nurec (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/instant-nurec · language Python · Low stars, routine new repo from Nvidia.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/instant-nurec","text":"NVIDIA published repo NVIDIA/instant-nurec."},{"subject":"NVIDIA/instant-nurec","predicate":"is classified as","object":"repo signal","text":"NVIDIA/instant-nurec is classified as repo signal."},{"subject":"NVIDIA/instant-nurec","predicate":"belongs to","object":"repos desk","text":"NVIDIA/instant-nurec belongs to repos desk."},{"subject":"NVIDIA/instant-nurec","predicate":"has context","object":"Python","text":"NVIDIA/instant-nurec has context Python."},{"subject":"NVIDIA/instant-nurec","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/instant-nurec has evidence coverage 1 captured evidence page."}]},"signal":{"id":"69994713-c7b8-497a-9632-f22a985e3ab2","url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2","json_url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2/signal.json","source_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec","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":"2026-05-22T18:08:59+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/instant-nurec"]},"facets":{"repo":"NVIDIA/instant-nurec","language":"Python"},"traction":{"github_stars":14,"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/instant-nurec","final_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:56.626343+00:00","bytes":19632,"raw_path":"375f13c1c0ccbe5e241f02c7980e8348977e6d5615548735fa2f3441be3ac9c1.json","content_hash":"6dfb47dd9fee2ed5beb2ce51f115ada47b7a2d454a74656beaee0ba690947ce6","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/instant-nurec Description: InstantNuRec: Feed-Forward 3D Gaussian Reconstruction from Driving Logs Language: Python License: Apache-2.0 Stars: 17 Forks: 0 Open issues: 0 Created: 2026-05-22T18:08:59Z Pushed: 2026-05-29T13:39:42Z Default branch: main Fork: no Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. --> <!-- SPDX-License-Identifier: Apache-2.0 --> InstantNuRec: Feed-Forward 3D Gaussian Reconstruction from Driving Logs [![License](https://img.shields.io/badge/License-Apache--2.0-orange)](LICENSE.txt) [![Model](https://img.shields.io/badge/HF-Model-yellow?logo=huggingface&style=flat-square)](https://huggingface.co/nvidia/instant-nurec) [![Data](https://img.shields.io/badge/NCore-0d9488?logo=database&logoColor=white&style=flat-square)](https://huggingface.co/datasets/nvidia/PhysicalAI-Autonomous-Vehicles-NCore) **NVIDIA** Abstract Reconstructing dynamic outdoor scenes from autonomous-vehicle driving logs traditionally requires lengthy per-scene optimization. InstantNuRec takes a different route: a feed-forward transformer directly infers a dynamic 3D-Gaussian scene representation in a single..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/instant-nurec","final_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:56.626343+00:00","bytes":19632,"raw_path":"375f13c1c0ccbe5e241f02c7980e8348977e6d5615548735fa2f3441be3ac9c1.json","content_hash":"6dfb47dd9fee2ed5beb2ce51f115ada47b7a2d454a74656beaee0ba690947ce6","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/instant-nurec Description: InstantNuRec: Feed-Forward 3D Gaussian Reconstruction from Driving Logs Language: Python License: Apache-2.0 Stars: 17 Forks: 0 Open issues: 0 Created: 2026-05-22T18:08:59Z Pushed: 2026-05-29T13:39:42Z Default branch: main Fork: no Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. --> <!-- SPDX-License-Identifier: Apache-2.0 --> InstantNuRec: Feed-Forward 3D Gaussian Reconstruction from Driving Logs [![License](https://img.shields.io/badge/License-Apache--2.0-orange)](LICENSE.txt) [![Model](https://img.shields.io/badge/HF-Model-yellow?logo=huggingface&style=flat-square)](https://huggingface.co/nvidia/instant-nurec) [![Data](https://img.shields.io/badge/NCore-0d9488?logo=database&logoColor=white&style=flat-square)](https://huggingface.co/datasets/nvidia/PhysicalAI-Autonomous-Vehicles-NCore) **NVIDIA** Abstract Reconstructing dynamic outdoor scenes from autonomous-vehicle driving logs traditionally requires lengthy per-scene optimization. InstantNuRec takes a different route: a feed-forward transformer directly infers a dynamic 3D-Gaussian scene representation in a single..."}],"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":"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"},{"id":"e7807ef3-4173-44a4-a8b2-21e16e0266ae","url":"https://onlylabs.fyi/signals/e7807ef3-4173-44a4-a8b2-21e16e0266ae","source_url":"https://github.com/NVIDIA/paidf-anomalygen","title":"NVIDIA/paidf-anomalygen","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T00:41:08+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"}]}