{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Writing: ReRAM Revival","description":"Scaleway writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/045b78ea-ca0b-43f9-ac79-7ae28c1d4874","json_url":"https://onlylabs.fyi/signals/045b78ea-ca0b-43f9-ac79-7ae28c1d4874/signal.json","generated_at":"2026-06-08T15:45:48.276+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/045b78ea-ca0b-43f9-ac79-7ae28c1d4874","signal_json":"https://onlylabs.fyi/signals/045b78ea-ca0b-43f9-ac79-7ae28c1d4874/signal.json","source":"https://www.scaleway.com/en/blog/reram-revival/","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 ReRAM Revival. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive tech blog post · MASTER’S THESIS Predicate Pushdown in Parquet and Apache Spark Author: Boudewijn Braams VU: bbs820 (2527663) - UvA: 10401040 Supervisor: Peter Boncz Daily supervisor.... onlylabs links this event to 2 captured evidence pages and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.scaleway.com/en/blog/reram-revival/","source_host":"scaleway.com","occurred_at":"2025-03-25T00:00:00+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":"Antoine RADET and Fabien PIUZZI","source":"source"},{"label":"PDF","value":"linked report","source":"source"},{"label":"Notability","value":"Substantive tech blog post","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":2,"captured_pages":2,"readable_pages":2,"capture_methods":["exa","plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.scaleway.com/en/blog/reram-revival/","https://homepages.cwi.nl/~boncz/msc/2018-BoudewijnBraams.pdf"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:45:48.276+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/045b78ea-ca0b-43f9-ac79-7ae28c1d4874/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/045b78ea-ca0b-43f9-ac79-7ae28c1d4874/signal.json","required":true},{"label":"source","url":"https://www.scaleway.com/en/blog/reram-revival/","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 \"ReRAM Revival\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"ReRAM Revival","text":"Scaleway published ReRAM Revival."},{"subject":"ReRAM Revival","predicate":"is classified as","object":"writing signal","text":"ReRAM Revival is classified as writing signal."},{"subject":"ReRAM Revival","predicate":"belongs to","object":"talking desk","text":"ReRAM Revival belongs to talking desk."},{"subject":"ReRAM Revival","predicate":"has evidence coverage","object":"2 captured evidence pages","text":"ReRAM Revival has evidence coverage 2 captured evidence pages."},{"subject":"ReRAM Revival","predicate":"has captured page count","object":"2","text":"ReRAM Revival has captured page count 2."},{"subject":"ReRAM Revival","predicate":"has readable page count","object":"2","text":"ReRAM Revival has readable page count 2."},{"subject":"ReRAM Revival","predicate":"has related signal count","object":"6","text":"ReRAM Revival has related signal count 6."},{"subject":"ReRAM Revival","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":"ReRAM Revival 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":"ReRAM Revival","predicate":"has source host","object":"scaleway.com","text":"ReRAM Revival has source host scaleway.com."},{"subject":"ReRAM Revival","predicate":"has lab","object":"Scaleway","text":"ReRAM Revival has lab Scaleway."},{"subject":"ReRAM Revival","predicate":"has signal desk","object":"talking","text":"ReRAM Revival has signal desk talking."},{"subject":"ReRAM Revival","predicate":"has source host","object":"scaleway.com","text":"ReRAM Revival has source host scaleway.com."},{"subject":"ReRAM Revival","predicate":"has author","object":"Antoine RADET and Fabien PIUZZI","text":"ReRAM Revival has author Antoine RADET and Fabien PIUZZI."},{"subject":"ReRAM Revival","predicate":"has pdf","object":"linked report","text":"ReRAM Revival has pdf linked report."},{"subject":"ReRAM Revival","predicate":"has notability","object":"Substantive tech blog post","text":"ReRAM Revival has notability Substantive tech blog post."},{"subject":"ReRAM Revival","predicate":"has watch term","object":"Eval methodology","text":"ReRAM Revival has watch term Eval methodology."},{"subject":"ReRAM Revival","predicate":"has watch term","object":"Infrastructure","text":"ReRAM Revival has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"Scaleway published ReRAM Revival. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive tech blog post · MASTER’S THESIS Predicate Pushdown in Parquet and Apache Spark Author: Boudewijn Braams VU: bbs820 (2527663) - UvA: 10401040 Supervisor: Peter Boncz Daily supervisor.... onlylabs links this event to 2 captured evidence pages and 6 related writing signals.","semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"ReRAM Revival","text":"Scaleway published ReRAM Revival."},{"subject":"ReRAM Revival","predicate":"is classified as","object":"writing signal","text":"ReRAM Revival is classified as writing signal."},{"subject":"ReRAM Revival","predicate":"belongs to","object":"talking desk","text":"ReRAM Revival belongs to talking desk."},{"subject":"ReRAM Revival","predicate":"has evidence coverage","object":"2 captured evidence pages","text":"ReRAM Revival has evidence coverage 2 captured evidence pages."}]},"signal":{"id":"045b78ea-ca0b-43f9-ac79-7ae28c1d4874","url":"https://onlylabs.fyi/signals/045b78ea-ca0b-43f9-ac79-7ae28c1d4874","json_url":"https://onlylabs.fyi/signals/045b78ea-ca0b-43f9-ac79-7ae28c1d4874/signal.json","source_url":"https://www.scaleway.com/en/blog/reram-revival/","title":"ReRAM Revival","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":"2025-03-25T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source","evidence_coverage":{"target_pages":2,"captured_pages":2,"readable_pages":2,"capture_methods":["exa","plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.scaleway.com/en/blog/reram-revival/","https://homepages.cwi.nl/~boncz/msc/2018-BoudewijnBraams.pdf"]},"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/reram-revival/","final_url":"https://www.scaleway.com/en/blog/reram-revival/","title":"ReRAM Revival","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:02.374676+00:00","bytes":167502,"raw_path":"8de5fad78af9207ab829b9d234ae70fb4c95608cecb758063bc87f843d44ba3b.html","content_hash":"69ad966e9f1a6c9b2a1a507c9ce0ed84efbacff9941d2dad48fbd128802d4246","excerpt_chars":1200,"truncated":true,"excerpt":"ReRAM Revival Build • Antoine RADET and Fabien PIUZZI • 25/03/25 • 5 min read ReRAM or Resistive Random-Access Memory (RRAM) is a new kind of computer memory that would allow for non-volatile RAM with size in the order of Solid State Drives (SSD) to be more energy efficient and faster. According to EU Horizon 2020 REMINDER project report , such memory can run 1000x faster, while using 1000x less energy per byte read than current drives technologies such as NAND Flash. Today we will have a look at ReRAM history, how it works, why it almost came into existence a decade ago and why it’s coming back thanks to the AI boom. Memory hierarchy So far, most computers have relied on the Von-Neumann architecture where there is a split between RAM and storage. RAM is faster, smaller, closer to the CPU and volatile; storage on the other hand is an order of magnitude slower, but much bigger, can be accessed externally and non-volatile. For more details about storage vs. RAM see this nice post by Backblaze . Type Size Access time (CPU cycles) CPU register 4 - 64B 0 L1 cache 16 - 64KB 1 - 4 L2 cache 128KB - 8MB 5 - 20 L3 cache 1 - 32MB 40 - 100 DRAM Tens of GBs 100 - 400 SSD Hundreds of GBs 10,000..."},"evidence_pages":[{"url":"https://homepages.cwi.nl/~boncz/msc/2018-BoudewijnBraams.pdf","final_url":"https://homepages.cwi.nl/~boncz/msc/2018-BoudewijnBraams.pdf","title":"ReRAM Revival","http_status":200,"content_type":"application/pdf","capture_method":"exa","fetched_at":"2026-06-08T15:45:48.276+00:00","bytes":1876364,"raw_path":"d5a68cc081bf052a673f51965c6088380e45c2960b739255d69978885ee176bf.pdf","content_hash":"2e126f1b338a5adf460ccd6420a6951bfb0872e0249aaa3cd156228c5d1a50ce","excerpt_chars":1200,"truncated":true,"excerpt":"MASTER’S THESIS Predicate Pushdown in Parquet and Apache Spark Author: Boudewijn Braams VU: bbs820 (2527663) - UvA: 10401040 Supervisor: Peter Boncz Daily supervisor (Databricks): Michał Switakowski ´ Second reader: Alexandru Uta December, 2018 A thesis submitted in fulfillment of the requirements for the joint UvA-VU Master of Science degree in Computer Science MSC COMPUTER SCIENCE Vrije Universiteit Amsterdam Universiteit van Amsterdam i Abstract The cost of warehousing data has dropped significantly over the years, and as a result, many organizations now store large amounts of both recent and historical data. Gaining insights from this data involves queries of an analytical nature. Such queries typically access large amounts of the data while selecting only a small fraction of it. In this thesis we research predicate pushdown, an optimization technique for speeding up such selective queries by pushing down filtering opera tions into the scan operator responsible for reading in the data. Exploiting early filtering oppor tunities allows us to reduce the amount of data entering the query execution pipeline and thereby increase overall query performance. Our approach goes beyond..."},{"url":"https://www.scaleway.com/en/blog/reram-revival/","final_url":"https://www.scaleway.com/en/blog/reram-revival/","title":"ReRAM Revival","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:02.374676+00:00","bytes":167502,"raw_path":"8de5fad78af9207ab829b9d234ae70fb4c95608cecb758063bc87f843d44ba3b.html","content_hash":"69ad966e9f1a6c9b2a1a507c9ce0ed84efbacff9941d2dad48fbd128802d4246","excerpt_chars":1200,"truncated":true,"excerpt":"ReRAM Revival Build • Antoine RADET and Fabien PIUZZI • 25/03/25 • 5 min read ReRAM or Resistive Random-Access Memory (RRAM) is a new kind of computer memory that would allow for non-volatile RAM with size in the order of Solid State Drives (SSD) to be more energy efficient and faster. According to EU Horizon 2020 REMINDER project report , such memory can run 1000x faster, while using 1000x less energy per byte read than current drives technologies such as NAND Flash. Today we will have a look at ReRAM history, how it works, why it almost came into existence a decade ago and why it’s coming back thanks to the AI boom. Memory hierarchy So far, most computers have relied on the Von-Neumann architecture where there is a split between RAM and storage. RAM is faster, smaller, closer to the CPU and volatile; storage on the other hand is an order of magnitude slower, but much bigger, can be accessed externally and non-volatile. For more details about storage vs. RAM see this nice post by Backblaze . Type Size Access time (CPU cycles) CPU register 4 - 64B 0 L1 cache 16 - 64KB 1 - 4 L2 cache 128KB - 8MB 5 - 20 L3 cache 1 - 32MB 40 - 100 DRAM Tens of GBs 100 - 400 SSD Hundreds of GBs 10,000..."}],"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"}]}