{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/Model-Optimizer","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c47fcd3e-b628-45c4-acaa-c78f344b179e","json_url":"https://onlylabs.fyi/signals/c47fcd3e-b628-45c4-acaa-c78f344b179e/signal.json","generated_at":"2026-06-11T03:56:02.40037+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/c47fcd3e-b628-45c4-acaa-c78f344b179e","signal_json":"https://onlylabs.fyi/signals/c47fcd3e-b628-45c4-acaa-c78f344b179e/signal.json","source":"https://github.com/NVIDIA/Model-Optimizer","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":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"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/Model-Optimizer (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/Model-Optimizer · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure, Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/NVIDIA/Model-Optimizer","source_host":"github.com","occurred_at":"2024-04-23T19:00:54+00:00","first_seen_at":"2026-06-06T01:49:43.157024+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/Model-Optimizer","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2,903","source":"traction"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"inference","source":"radar"},{"label":"Matched term","value":"deployment","source":"radar"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/Model-Optimizer"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:56:02.40037+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"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":["inference","deployment"],"score":26,"reason":"NVIDIA has a repo signal matching infrastructure, product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c47fcd3e-b628-45c4-acaa-c78f344b179e/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: Infrastructure, 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/c47fcd3e-b628-45c4-acaa-c78f344b179e/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/Model-Optimizer","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/Model-Optimizer\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/Model-Optimizer","text":"NVIDIA published repo NVIDIA/Model-Optimizer."},{"subject":"NVIDIA/Model-Optimizer","predicate":"is classified as","object":"repo signal","text":"NVIDIA/Model-Optimizer is classified as repo signal."},{"subject":"NVIDIA/Model-Optimizer","predicate":"belongs to","object":"repos desk","text":"NVIDIA/Model-Optimizer belongs to repos desk."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has context","object":"Python","text":"NVIDIA/Model-Optimizer has context Python."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/Model-Optimizer has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/Model-Optimizer","predicate":"matches data-business lanes","object":"Infrastructure, Product and customer","text":"NVIDIA/Model-Optimizer matches data-business lanes Infrastructure, Product and customer."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has captured page count","object":"1","text":"NVIDIA/Model-Optimizer has captured page count 1."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has readable page count","object":"1","text":"NVIDIA/Model-Optimizer has readable page count 1."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has related signal count","object":"6","text":"NVIDIA/Model-Optimizer has related signal count 6."},{"subject":"NVIDIA/Model-Optimizer","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/Model-Optimizer 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/Model-Optimizer","predicate":"has source host","object":"github.com","text":"NVIDIA/Model-Optimizer has source host github.com."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/Model-Optimizer has lab NVIDIA."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has signal desk","object":"repos","text":"NVIDIA/Model-Optimizer has signal desk repos."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has source host","object":"github.com","text":"NVIDIA/Model-Optimizer has source host github.com."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has repository","object":"NVIDIA/Model-Optimizer","text":"NVIDIA/Model-Optimizer has repository NVIDIA/Model-Optimizer."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has language","object":"Python","text":"NVIDIA/Model-Optimizer has language Python."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has stars","object":"2,903","text":"NVIDIA/Model-Optimizer has stars 2,903."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has radar lane","object":"Infrastructure","text":"NVIDIA/Model-Optimizer has radar lane Infrastructure."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has radar lane","object":"Product and customer","text":"NVIDIA/Model-Optimizer has radar lane Product and customer."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/Model-Optimizer (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/Model-Optimizer · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure, Product and customer in the data-business radar.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/Model-Optimizer","text":"NVIDIA published repo NVIDIA/Model-Optimizer."},{"subject":"NVIDIA/Model-Optimizer","predicate":"is classified as","object":"repo signal","text":"NVIDIA/Model-Optimizer is classified as repo signal."},{"subject":"NVIDIA/Model-Optimizer","predicate":"belongs to","object":"repos desk","text":"NVIDIA/Model-Optimizer belongs to repos desk."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has context","object":"Python","text":"NVIDIA/Model-Optimizer has context Python."},{"subject":"NVIDIA/Model-Optimizer","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/Model-Optimizer has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/Model-Optimizer","predicate":"matches data-business lanes","object":"Infrastructure, Product and customer","text":"NVIDIA/Model-Optimizer matches data-business lanes Infrastructure, Product and customer."}]},"signal":{"id":"c47fcd3e-b628-45c4-acaa-c78f344b179e","url":"https://onlylabs.fyi/signals/c47fcd3e-b628-45c4-acaa-c78f344b179e","json_url":"https://onlylabs.fyi/signals/c47fcd3e-b628-45c4-acaa-c78f344b179e/signal.json","source_url":"https://github.com/NVIDIA/Model-Optimizer","title":"NVIDIA/Model-Optimizer","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":"2024-04-23T19:00:54+00:00","first_seen_at":"2026-06-06T01:49:43.157024+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/Model-Optimizer"]},"facets":{"repo":"NVIDIA/Model-Optimizer","language":"Python"},"traction":{"github_stars":2903,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":26,"matched_terms":["inference","deployment"],"reason":"NVIDIA has a repo signal matching infrastructure, product and customer."}},"primary_evidence_page":{"url":"https://github.com/NVIDIA/Model-Optimizer","final_url":"https://github.com/NVIDIA/Model-Optimizer","title":"NVIDIA/Model-Optimizer repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:02.40037+00:00","bytes":24581,"raw_path":"a7d71b83b1ba51baa236ae23f6386cf3a808a678868281064eeeedf148788fd9.json","content_hash":"6d599d5c315c7d9bb9e4926b53794d9d5847db9a791927839910bfa99125310a","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/Model-Optimizer Description: A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed. Language: Python License: Apache-2.0 Stars: 2902 Forks: 433 Open issues: 235 Created: 2024-04-23T19:00:54Z Pushed: 2026-06-11T03:53:59Z Default branch: main Fork: no Archived: no README: <div align=\"center\"> ![Banner image](docs/source/assets/model-optimizer-banner.png) NVIDIA Model Optimizer [![Documentation](https://img.shields.io/badge/Documentation-latest-brightgreen.svg?style=flat)](https://nvidia.github.io/Model-Optimizer) [![version](https://img.shields.io/pypi/v/nvidia-modelopt?label=Release)](https://pypi.org/project/nvidia-modelopt/) [![license](https://img.shields.io/badge/License-Apache%202.0-blue)](./LICENSE) [Documentation](https://nvidia.github.io/Model-Optimizer) | [Roadmap](https://github.com/NVIDIA/Model-Optimizer/issues/146) </div> ______________________________________________________________________ **NVIDIA Model Optimizer** (referred..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/Model-Optimizer","final_url":"https://github.com/NVIDIA/Model-Optimizer","title":"NVIDIA/Model-Optimizer repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:02.40037+00:00","bytes":24581,"raw_path":"a7d71b83b1ba51baa236ae23f6386cf3a808a678868281064eeeedf148788fd9.json","content_hash":"6d599d5c315c7d9bb9e4926b53794d9d5847db9a791927839910bfa99125310a","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/Model-Optimizer Description: A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed. Language: Python License: Apache-2.0 Stars: 2902 Forks: 433 Open issues: 235 Created: 2024-04-23T19:00:54Z Pushed: 2026-06-11T03:53:59Z Default branch: main Fork: no Archived: no README: <div align=\"center\"> ![Banner image](docs/source/assets/model-optimizer-banner.png) NVIDIA Model Optimizer [![Documentation](https://img.shields.io/badge/Documentation-latest-brightgreen.svg?style=flat)](https://nvidia.github.io/Model-Optimizer) [![version](https://img.shields.io/pypi/v/nvidia-modelopt?label=Release)](https://pypi.org/project/nvidia-modelopt/) [![license](https://img.shields.io/badge/License-Apache%202.0-blue)](./LICENSE) [Documentation](https://nvidia.github.io/Model-Optimizer) | [Roadmap](https://github.com/NVIDIA/Model-Optimizer/issues/146) </div> ______________________________________________________________________ **NVIDIA Model Optimizer** (referred..."}],"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"}]}