{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Writing: 1st Perceval Quest, a journey into Quantum Machine Learning","description":"Scaleway writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c","json_url":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c/signal.json","generated_at":"2026-06-07T21:16:01.045227+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/83c505bb-1f97-4343-894b-57f210897b7c","signal_json":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c/signal.json","source":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","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":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Scaleway published 1st Perceval Quest, a journey into Quantum Machine Learning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Routine quantum ML blog post · 1st Perceval Quest, a journey into Quantum Machine Learning Deploy • Valentin Macheret • 14/04/25 • 6 min read The Competition: Perceval Quest by Quandela & Scaleway In.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","source_host":"scaleway.com","occurred_at":"2025-04-14T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Scaleway","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"scaleway.com","source":"source"},{"label":"Author","value":"Valentin Macheret","source":"source"},{"label":"Notability","value":"Routine quantum ML blog post","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-07T21:16:01.045227+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c/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":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c/signal.json","required":true},{"label":"source","url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","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":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","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 writing signal \"1st Perceval Quest, a journey into Quantum Machine Learning\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"1st Perceval Quest, a journey into Quantum Machine Learning","text":"Scaleway published 1st Perceval Quest, a journey into Quantum Machine Learning."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"is classified as","object":"writing signal","text":"1st Perceval Quest, a journey into Quantum Machine Learning is classified as writing signal."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"belongs to","object":"talking desk","text":"1st Perceval Quest, a journey into Quantum Machine Learning belongs to talking desk."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"1st Perceval Quest, a journey into Quantum Machine Learning has evidence coverage 1 captured evidence page."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has captured page count","object":"1","text":"1st Perceval Quest, a journey into Quantum Machine Learning has captured page count 1."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has readable page count","object":"1","text":"1st Perceval Quest, a journey into Quantum Machine Learning has readable page count 1."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has related signal count","object":"6","text":"1st Perceval Quest, a journey into Quantum Machine Learning has related signal count 6."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"1st Perceval Quest, a journey into Quantum Machine Learning has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has source host","object":"scaleway.com","text":"1st Perceval Quest, a journey into Quantum Machine Learning has source host scaleway.com."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has lab","object":"Scaleway","text":"1st Perceval Quest, a journey into Quantum Machine Learning has lab Scaleway."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has signal desk","object":"talking","text":"1st Perceval Quest, a journey into Quantum Machine Learning has signal desk talking."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has source host","object":"scaleway.com","text":"1st Perceval Quest, a journey into Quantum Machine Learning has source host scaleway.com."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has author","object":"Valentin Macheret","text":"1st Perceval Quest, a journey into Quantum Machine Learning has author Valentin Macheret."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has notability","object":"Routine quantum ML blog post","text":"1st Perceval Quest, a journey into Quantum Machine Learning has notability Routine quantum ML blog post."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has watch term","object":"Eval methodology","text":"1st Perceval Quest, a journey into Quantum Machine Learning has watch term Eval methodology."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has watch term","object":"Data pipeline","text":"1st Perceval Quest, a journey into Quantum Machine Learning has watch term Data pipeline."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has watch term","object":"Infrastructure","text":"1st Perceval Quest, a journey into Quantum Machine Learning has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"Scaleway published 1st Perceval Quest, a journey into Quantum Machine Learning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Routine quantum ML blog post · 1st Perceval Quest, a journey into Quantum Machine Learning Deploy • Valentin Macheret • 14/04/25 • 6 min read The Competition: Perceval Quest by Quandela & Scaleway In.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"1st Perceval Quest, a journey into Quantum Machine Learning","text":"Scaleway published 1st Perceval Quest, a journey into Quantum Machine Learning."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"is classified as","object":"writing signal","text":"1st Perceval Quest, a journey into Quantum Machine Learning is classified as writing signal."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"belongs to","object":"talking desk","text":"1st Perceval Quest, a journey into Quantum Machine Learning belongs to talking desk."},{"subject":"1st Perceval Quest, a journey into Quantum Machine Learning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"1st Perceval Quest, a journey into Quantum Machine Learning has evidence coverage 1 captured evidence page."}]},"signal":{"id":"83c505bb-1f97-4343-894b-57f210897b7c","url":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c","json_url":"https://onlylabs.fyi/signals/83c505bb-1f97-4343-894b-57f210897b7c/signal.json","source_url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","title":"1st Perceval Quest, a journey into Quantum Machine Learning","summary":"Scaleway published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2025-04-14T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+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://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","final_url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","title":"1st Perceval Quest, a journey into Quantum Machine Learning","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:01.045227+00:00","bytes":155543,"raw_path":"d81fa5439fad2f97cf491a3331d178d3fc832fc45426d612a50fbd5de28be0be.html","content_hash":"c825c000ffe0f67c37517df0216b1749a5781ae914c9fcdfc61460af2ce3ccad","excerpt_chars":1200,"truncated":true,"excerpt":"1st Perceval Quest, a journey into Quantum Machine Learning Deploy • Valentin Macheret • 14/04/25 • 6 min read The Competition: Perceval Quest by Quandela & Scaleway In the ever-evolving landscape of Quantum Machine Learning (QML), the Perceval Quest emerged as an exciting initiative to explore the synergy between classical ML and photonic quantum computing. Co-organized by Quandela and Scaleway, this competition challenged participants to revisit the classification task of the MNIST digit dataset by leveraging Perceval, Quandela’s quantum computing framework, alongside Pytorch to empower classical machine learning mechanisms. Unlike traditional competitions seeking merely to maximize accuracy, Perceval Quest invited participants to explore novel hybrid quantum-classical architectures, pushing the boundaries of what’s possible when quantum computing principles enhance traditional machine learning methods. The challenge attracted 64 international teams, showcasing the potential of these new architectures and original methods to evaluate their utility. \"The MNIST digit classification task has been the witness and the benchmark of the evolution of classical neural networks for 30..."},"evidence_pages":[{"url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","final_url":"https://www.scaleway.com/en/blog/1st-perceval-quest-a-journey-into-quantum-machine-learning/","title":"1st Perceval Quest, a journey into Quantum Machine Learning","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:01.045227+00:00","bytes":155543,"raw_path":"d81fa5439fad2f97cf491a3331d178d3fc832fc45426d612a50fbd5de28be0be.html","content_hash":"c825c000ffe0f67c37517df0216b1749a5781ae914c9fcdfc61460af2ce3ccad","excerpt_chars":1200,"truncated":true,"excerpt":"1st Perceval Quest, a journey into Quantum Machine Learning Deploy • Valentin Macheret • 14/04/25 • 6 min read The Competition: Perceval Quest by Quandela & Scaleway In the ever-evolving landscape of Quantum Machine Learning (QML), the Perceval Quest emerged as an exciting initiative to explore the synergy between classical ML and photonic quantum computing. Co-organized by Quandela and Scaleway, this competition challenged participants to revisit the classification task of the MNIST digit dataset by leveraging Perceval, Quandela’s quantum computing framework, alongside Pytorch to empower classical machine learning mechanisms. Unlike traditional competitions seeking merely to maximize accuracy, Perceval Quest invited participants to explore novel hybrid quantum-classical architectures, pushing the boundaries of what’s possible when quantum computing principles enhance traditional machine learning methods. The challenge attracted 64 international teams, showcasing the potential of these new architectures and original methods to evaluate their utility. \"The MNIST digit classification task has been the witness and the benchmark of the evolution of classical neural networks for 30..."}],"related_signals":[{"id":"b0ad8b34-33f4-455d-b0bc-9c40f34e08e5","url":"https://onlylabs.fyi/signals/b0ad8b34-33f4-455d-b0bc-9c40f34e08e5","source_url":"https://www.scaleway.com/en/blog/secnumcloud-strategic-challenges/","title":"SecNumCloud: The Strategic Challenges of The Qualification","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-18T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"1ebc5528-9bd0-4245-8610-f28f9e3c5701","url":"https://onlylabs.fyi/signals/1ebc5528-9bd0-4245-8610-f28f9e3c5701","source_url":"https://www.scaleway.com/en/blog/what-is-file-storage/","title":"What is File Storage ?","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-11T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"25d2fe5f-0386-4230-88d5-a8441b913ea5","url":"https://onlylabs.fyi/signals/25d2fe5f-0386-4230-88d5-a8441b913ea5","source_url":"https://www.scaleway.com/en/blog/secnumcloud-trusted-cloud-standard/","title":"SecNumCloud: Understanding the trusted cloud standard","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-11T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"5ab5596e-ffbc-4a9e-84f9-cb54758bd5ff","url":"https://onlylabs.fyi/signals/5ab5596e-ffbc-4a9e-84f9-cb54758bd5ff","source_url":"https://www.scaleway.com/en/blog/risc-v-servers-in-the-cloud/","title":"How Scaleway brought the first RISC-V servers to the cloud","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-04T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"868f0aa0-2b52-47bf-afa3-5b656454f763","url":"https://onlylabs.fyi/signals/868f0aa0-2b52-47bf-afa3-5b656454f763","source_url":"https://www.scaleway.com/en/blog/updates-on-top-level-domain-tld-price-list/","title":"Updates on Top-Level Domain (TLD) price list","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-04-27T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"ee327ff2-954d-407d-8d37-447f25d5ddf5","url":"https://onlylabs.fyi/signals/ee327ff2-954d-407d-8d37-447f25d5ddf5","source_url":"https://www.scaleway.com/en/blog/a-transparent-update-on-scaleway-pricing/","title":"A transparent update on Scaleway pricing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-04-27T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"}]}