{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Repo: scaleway/ai-pulse-nvidia-trt-llm","description":"Scaleway repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa","json_url":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa/signal.json","generated_at":"2026-06-11T04:08:29.571026+00:00","org":{"slug":"scaleway","name":"Scaleway","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/scaleway","dossier_json_url":"https://onlylabs.fyi/labs/scaleway/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa","signal_json":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa/signal.json","source":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","lab_dossier":"https://onlylabs.fyi/labs/scaleway","lab_dossier_json":"https://onlylabs.fyi/labs/scaleway/dossier.json","analysis":"https://onlylabs.fyi/analysis/scaleway","analysis_json":"https://onlylabs.fyi/analysis/scaleway/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/scaleway/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Scaleway published scaleway/ai-pulse-nvidia-trt-llm (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo scaleway/ai-pulse-nvidia-trt-llm · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","source_host":"github.com","occurred_at":"2023-11-14T14:36:24+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Scaleway","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"scaleway/ai-pulse-nvidia-trt-llm","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"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/scaleway/ai-pulse-nvidia-trt-llm"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:29.571026+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa/signal.json","dossier_json":"https://onlylabs.fyi/labs/scaleway/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/scaleway/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/scaleway/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"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?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa/signal.json","required":true},{"label":"source","url":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/scaleway/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/scaleway/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 Scaleway's repo signal \"scaleway/ai-pulse-nvidia-trt-llm\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published repo","object":"scaleway/ai-pulse-nvidia-trt-llm","text":"Scaleway published repo scaleway/ai-pulse-nvidia-trt-llm."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"is classified as","object":"repo signal","text":"scaleway/ai-pulse-nvidia-trt-llm is classified as repo signal."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"belongs to","object":"repos desk","text":"scaleway/ai-pulse-nvidia-trt-llm belongs to repos desk."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has context","object":"Python","text":"scaleway/ai-pulse-nvidia-trt-llm has context Python."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"scaleway/ai-pulse-nvidia-trt-llm has evidence coverage 1 captured evidence page."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has captured page count","object":"1","text":"scaleway/ai-pulse-nvidia-trt-llm has captured page count 1."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has readable page count","object":"1","text":"scaleway/ai-pulse-nvidia-trt-llm has readable page count 1."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has related signal count","object":"6","text":"scaleway/ai-pulse-nvidia-trt-llm has related signal count 6."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","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":"scaleway/ai-pulse-nvidia-trt-llm 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":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has source host","object":"github.com","text":"scaleway/ai-pulse-nvidia-trt-llm has source host github.com."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has lab","object":"Scaleway","text":"scaleway/ai-pulse-nvidia-trt-llm has lab Scaleway."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has signal desk","object":"repos","text":"scaleway/ai-pulse-nvidia-trt-llm has signal desk repos."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has source host","object":"github.com","text":"scaleway/ai-pulse-nvidia-trt-llm has source host github.com."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has repository","object":"scaleway/ai-pulse-nvidia-trt-llm","text":"scaleway/ai-pulse-nvidia-trt-llm has repository scaleway/ai-pulse-nvidia-trt-llm."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has language","object":"Python","text":"scaleway/ai-pulse-nvidia-trt-llm has language Python."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has stars","object":"1","text":"scaleway/ai-pulse-nvidia-trt-llm has stars 1."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has watch term","object":"Data pipeline","text":"scaleway/ai-pulse-nvidia-trt-llm has watch term Data pipeline."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has watch term","object":"Infrastructure","text":"scaleway/ai-pulse-nvidia-trt-llm has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Scaleway published scaleway/ai-pulse-nvidia-trt-llm (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo scaleway/ai-pulse-nvidia-trt-llm · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Scaleway","predicate":"published repo","object":"scaleway/ai-pulse-nvidia-trt-llm","text":"Scaleway published repo scaleway/ai-pulse-nvidia-trt-llm."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"is classified as","object":"repo signal","text":"scaleway/ai-pulse-nvidia-trt-llm is classified as repo signal."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"belongs to","object":"repos desk","text":"scaleway/ai-pulse-nvidia-trt-llm belongs to repos desk."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has context","object":"Python","text":"scaleway/ai-pulse-nvidia-trt-llm has context Python."},{"subject":"scaleway/ai-pulse-nvidia-trt-llm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"scaleway/ai-pulse-nvidia-trt-llm has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ccd9cbc1-002a-411c-a8a5-8c5f450f90aa","url":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa","json_url":"https://onlylabs.fyi/signals/ccd9cbc1-002a-411c-a8a5-8c5f450f90aa/signal.json","source_url":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","title":"scaleway/ai-pulse-nvidia-trt-llm","summary":"Scaleway 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":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2023-11-14T14:36:24+00:00","first_seen_at":"2026-06-05T22:32:19.068437+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/scaleway/ai-pulse-nvidia-trt-llm"]},"facets":{"repo":"scaleway/ai-pulse-nvidia-trt-llm","language":"Python"},"traction":{"github_stars":1,"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/scaleway/ai-pulse-nvidia-trt-llm","final_url":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","title":"scaleway/ai-pulse-nvidia-trt-llm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:29.571026+00:00","bytes":9430,"raw_path":"a454cc6864bc4cbcafc197c406cbd01e2847745f23280aae2a75699644c81b1e.json","content_hash":"8b9a615b92b498aaf30f7ca8afbb8416671fad17217f1be423382d931fae1ab7","excerpt_chars":1200,"truncated":true,"excerpt":"scaleway/ai-pulse-nvidia-trt-llm Description: Sources and datasets to deploy Nvidia TRT -LLM on Scaleway Ecosystem Language: Python License: Apache-2.0 Stars: 1 Forks: 1 Open issues: 0 Created: 2023-11-14T14:36:24Z Pushed: 2023-12-29T16:41:17Z Default branch: main Fork: no Archived: no README: ![ai pulse banner](./docs/images/common/ai-pulse-banner.jpeg) Efficient deployment and inference of GPU-accelerated LLMs Introduction **NVIDIA TensorRT-LLM**, which will be part of NVIDIA AI Enterprise, is an open-source software that delivers state-of-the-art performance for LLM serving using NVIDIA GPUs. It consists of the TensorRT deep learning compiler and includes optimized kernels, pre- and post-processing steps, and multi-GPU/multi-node communication primitives.​ In this repository, you will find sources that have been used by Nvidia to introduce **Tensort-LLM** during [Scaleway AI Pulse 1st edition ](https://www.ai-pulse.eu/). Guide Presentation The Workshop aims to introduce [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) features and capabilities and walk through steps needed to build and run your model in TensorRT-LLM on both single GPU and multi-GPUs. We also use [Triton..."},"evidence_pages":[{"url":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","final_url":"https://github.com/scaleway/ai-pulse-nvidia-trt-llm","title":"scaleway/ai-pulse-nvidia-trt-llm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:29.571026+00:00","bytes":9430,"raw_path":"a454cc6864bc4cbcafc197c406cbd01e2847745f23280aae2a75699644c81b1e.json","content_hash":"8b9a615b92b498aaf30f7ca8afbb8416671fad17217f1be423382d931fae1ab7","excerpt_chars":1200,"truncated":true,"excerpt":"scaleway/ai-pulse-nvidia-trt-llm Description: Sources and datasets to deploy Nvidia TRT -LLM on Scaleway Ecosystem Language: Python License: Apache-2.0 Stars: 1 Forks: 1 Open issues: 0 Created: 2023-11-14T14:36:24Z Pushed: 2023-12-29T16:41:17Z Default branch: main Fork: no Archived: no README: ![ai pulse banner](./docs/images/common/ai-pulse-banner.jpeg) Efficient deployment and inference of GPU-accelerated LLMs Introduction **NVIDIA TensorRT-LLM**, which will be part of NVIDIA AI Enterprise, is an open-source software that delivers state-of-the-art performance for LLM serving using NVIDIA GPUs. It consists of the TensorRT deep learning compiler and includes optimized kernels, pre- and post-processing steps, and multi-GPU/multi-node communication primitives.​ In this repository, you will find sources that have been used by Nvidia to introduce **Tensort-LLM** during [Scaleway AI Pulse 1st edition ](https://www.ai-pulse.eu/). Guide Presentation The Workshop aims to introduce [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) features and capabilities and walk through steps needed to build and run your model in TensorRT-LLM on both single GPU and multi-GPUs. We also use [Triton..."}],"related_signals":[{"id":"af93b90f-bc3b-43ad-8eb2-3d1ec8734f4c","url":"https://onlylabs.fyi/signals/af93b90f-bc3b-43ad-8eb2-3d1ec8734f4c","source_url":"https://github.com/scaleway/scaleway-skills","title":"scaleway/scaleway-skills","context":"Makefile","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-13T13:23:52+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"38ab4441-b385-45c4-b084-bf3f7a16ca54","url":"https://onlylabs.fyi/signals/38ab4441-b385-45c4-b084-bf3f7a16ca54","source_url":"https://github.com/scaleway/k8s-monitoring","title":"scaleway/k8s-monitoring","context":"HCL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-03-20T13:58:58+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"ed197f07-bfd0-4b7b-85ad-e1a1c90cd2bc","url":"https://onlylabs.fyi/signals/ed197f07-bfd0-4b7b-85ad-e1a1c90cd2bc","source_url":"https://github.com/scaleway/site-to-site-vpn-aws-scw","title":"scaleway/site-to-site-vpn-aws-scw","context":"HCL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-02-23T15:31:12+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"e9517998-8487-4fde-8132-c396c3378cb2","url":"https://onlylabs.fyi/signals/e9517998-8487-4fde-8132-c396c3378cb2","source_url":"https://github.com/scaleway/homebrew-tap","title":"scaleway/homebrew-tap","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-01-17T07:53:41+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"eee40c15-69d1-4421-863e-709eaafee3d5","url":"https://onlylabs.fyi/signals/eee40c15-69d1-4421-863e-709eaafee3d5","source_url":"https://github.com/scaleway/pennylane-scaleway","title":"scaleway/pennylane-scaleway","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2025-10-27T12:51:22+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"380b64f1-6b9a-4fb3-a779-6881924ae059","url":"https://onlylabs.fyi/signals/380b64f1-6b9a-4fb3-a779-6881924ae059","source_url":"https://github.com/scaleway/yardstiq-scaleway","title":"scaleway/yardstiq-scaleway","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2025-10-23T13:22:58+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"}]}