{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Writing: Symbolic AI is dead… long live symbolic AI!","description":"Scaleway writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/42ecc7d2-fa0b-4173-b405-8405bb660a7e","json_url":"https://onlylabs.fyi/signals/42ecc7d2-fa0b-4173-b405-8405bb660a7e/signal.json","generated_at":"2026-06-07T21:16:39.173158+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/42ecc7d2-fa0b-4173-b405-8405bb660a7e","signal_json":"https://onlylabs.fyi/signals/42ecc7d2-fa0b-4173-b405-8405bb660a7e/signal.json","source":"https://www.scaleway.com/en/blog/symbolic-ai-is-dead-long-live-symbolic-ai/","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 Symbolic AI is dead… long live symbolic AI!. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Symbolic AI is dead… long live symbolic AI! Build • James Martin • 08/11/23 • 5 min read Generative AI (GAI) has been the talk of the town since ChatGPT exploded late.... 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/symbolic-ai-is-dead-long-live-symbolic-ai/","source_host":"scaleway.com","occurred_at":"2023-11-08T00:00:00+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":"James Martin","source":"source"},{"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/symbolic-ai-is-dead-long-live-symbolic-ai/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-07T21:16:39.173158+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/42ecc7d2-fa0b-4173-b405-8405bb660a7e/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/42ecc7d2-fa0b-4173-b405-8405bb660a7e/signal.json","required":true},{"label":"source","url":"https://www.scaleway.com/en/blog/symbolic-ai-is-dead-long-live-symbolic-ai/","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 \"Symbolic AI is dead… long live symbolic AI!\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"Symbolic AI is dead… long live symbolic AI!","text":"Scaleway published Symbolic AI is dead… long live symbolic AI!."},{"subject":"Symbolic AI is dead… long live symbolic AI!","predicate":"is classified as","object":"writing signal","text":"Symbolic AI is dead… long live symbolic AI! 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Symbolic AI is dead… long live symbolic AI! 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Build • James Martin • 08/11/23 • 5 min read Generative AI (GAI) has been the talk of the town since ChatGPT exploded late 2022. But it’s not the only type of artificial intelligence. Symbolic AI is also known as Good Old-Fashioned Artificial Intelligence (GOFAI), as it was influenced by the work of Alan Turing and others in the 1950s and 60s. And yet, it remains relevant today. Notably because symbolic AI is far less resource-intensive than GPU-heavy GAI. It can therefore work perfectly with standard CPUs , and hence more cheaply. As it uses a pre-established set of rules and symbols to represent and manipulate data, it doesn’t need training. It is fully capable of functions like natural language processing — think Siri, or Alexa — or of knowledge management applications, like filtering emails. So let’s take a look at why and how symbolic AI is still widely used today, “old-fashioned” as it may be . How Symbolic AI remains relevant today So called because it relies on rules and symbols to make “if this then that”-type determinations , symbolic AI effectively began in 1959, with Herbert Simon, Allen Newell and Cliff Shaw, who aimed to..."},"evidence_pages":[{"url":"https://www.scaleway.com/en/blog/symbolic-ai-is-dead-long-live-symbolic-ai/","final_url":"https://www.scaleway.com/en/blog/symbolic-ai-is-dead-long-live-symbolic-ai/","title":"Symbolic AI is dead… long live symbolic AI!","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:39.173158+00:00","bytes":158531,"raw_path":"ad067f58cb4ac4aa07daa507126b88137e040d8e83582b40577de95ed3069f3b.html","content_hash":"77dbe84c0611dcde9e7f10428f9a5e324482949c143867f64eab0262eb55ecfa","excerpt_chars":1200,"truncated":true,"excerpt":"Symbolic AI is dead… long live symbolic AI! Build • James Martin • 08/11/23 • 5 min read Generative AI (GAI) has been the talk of the town since ChatGPT exploded late 2022. But it’s not the only type of artificial intelligence. Symbolic AI is also known as Good Old-Fashioned Artificial Intelligence (GOFAI), as it was influenced by the work of Alan Turing and others in the 1950s and 60s. And yet, it remains relevant today. Notably because symbolic AI is far less resource-intensive than GPU-heavy GAI. It can therefore work perfectly with standard CPUs , and hence more cheaply. As it uses a pre-established set of rules and symbols to represent and manipulate data, it doesn’t need training. It is fully capable of functions like natural language processing — think Siri, or Alexa — or of knowledge management applications, like filtering emails. So let’s take a look at why and how symbolic AI is still widely used today, “old-fashioned” as it may be . How Symbolic AI remains relevant today So called because it relies on rules and symbols to make “if this then that”-type determinations , symbolic AI effectively began in 1959, with Herbert Simon, Allen Newell and Cliff Shaw, who aimed to..."}],"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"}]}