{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Writing: Why is my state-of-the-art LLM spitting out nonsense?","description":"Scaleway writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/9136a9ba-19e7-458d-a826-c381761d65b1","json_url":"https://onlylabs.fyi/signals/9136a9ba-19e7-458d-a826-c381761d65b1/signal.json","generated_at":"2026-06-07T21:16:10.822874+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/9136a9ba-19e7-458d-a826-c381761d65b1","signal_json":"https://onlylabs.fyi/signals/9136a9ba-19e7-458d-a826-c381761d65b1/signal.json","source":"https://www.scaleway.com/en/blog/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","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 Why is my state-of-the-art LLM spitting out nonsense?. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Routine blog post, not a release · Why is my state-of-the-art LLM spitting out nonsense? Build • Franck Pagny and Constance Morales • 17/03/25 • 4 min read AI models are everywhere, but sometimes, even.... 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/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","source_host":"scaleway.com","occurred_at":"2025-03-17T00:00:00+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":"Franck Pagny and Constance Morales","source":"source"},{"label":"Notability","value":"Routine blog post, not a release","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/why-is-my-state-of-the-art-llm-spitting-out-nonsense/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-07T21:16:10.822874+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9136a9ba-19e7-458d-a826-c381761d65b1/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/9136a9ba-19e7-458d-a826-c381761d65b1/signal.json","required":true},{"label":"source","url":"https://www.scaleway.com/en/blog/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","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 \"Why is my state-of-the-art LLM spitting out nonsense?\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"Why is my state-of-the-art LLM spitting out nonsense?","text":"Scaleway published Why is my state-of-the-art LLM spitting out nonsense?."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"is classified as","object":"writing signal","text":"Why is my state-of-the-art LLM spitting out nonsense? is classified as writing signal."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"belongs to","object":"talking desk","text":"Why is my state-of-the-art LLM spitting out nonsense? belongs to talking desk."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Why is my state-of-the-art LLM spitting out nonsense? has evidence coverage 1 captured evidence page."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has captured page count","object":"1","text":"Why is my state-of-the-art LLM spitting out nonsense? has captured page count 1."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has readable page count","object":"1","text":"Why is my state-of-the-art LLM spitting out nonsense? has readable page count 1."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has related signal count","object":"6","text":"Why is my state-of-the-art LLM spitting out nonsense? has related signal count 6."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","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":"Why is my state-of-the-art LLM spitting out nonsense? 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":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has source host","object":"scaleway.com","text":"Why is my state-of-the-art LLM spitting out nonsense? has source host scaleway.com."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has lab","object":"Scaleway","text":"Why is my state-of-the-art LLM spitting out nonsense? has lab Scaleway."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has signal desk","object":"talking","text":"Why is my state-of-the-art LLM spitting out nonsense? has signal desk talking."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has source host","object":"scaleway.com","text":"Why is my state-of-the-art LLM spitting out nonsense? has source host scaleway.com."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has author","object":"Franck Pagny and Constance Morales","text":"Why is my state-of-the-art LLM spitting out nonsense? has author Franck Pagny and Constance Morales."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has notability","object":"Routine blog post, not a release","text":"Why is my state-of-the-art LLM spitting out nonsense? has notability Routine blog post, not a release."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has watch term","object":"Model card","text":"Why is my state-of-the-art LLM spitting out nonsense? has watch term Model card."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has watch term","object":"Data pipeline","text":"Why is my state-of-the-art LLM spitting out nonsense? has watch term Data pipeline."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has watch term","object":"Infrastructure","text":"Why is my state-of-the-art LLM spitting out nonsense? has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"Scaleway published Why is my state-of-the-art LLM spitting out nonsense?. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Routine blog post, not a release · Why is my state-of-the-art LLM spitting out nonsense? Build • Franck Pagny and Constance Morales • 17/03/25 • 4 min read AI models are everywhere, but sometimes, even.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"Why is my state-of-the-art LLM spitting out nonsense?","text":"Scaleway published Why is my state-of-the-art LLM spitting out nonsense?."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"is classified as","object":"writing signal","text":"Why is my state-of-the-art LLM spitting out nonsense? is classified as writing signal."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"belongs to","object":"talking desk","text":"Why is my state-of-the-art LLM spitting out nonsense? belongs to talking desk."},{"subject":"Why is my state-of-the-art LLM spitting out nonsense?","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Why is my state-of-the-art LLM spitting out nonsense? has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9136a9ba-19e7-458d-a826-c381761d65b1","url":"https://onlylabs.fyi/signals/9136a9ba-19e7-458d-a826-c381761d65b1","json_url":"https://onlylabs.fyi/signals/9136a9ba-19e7-458d-a826-c381761d65b1/signal.json","source_url":"https://www.scaleway.com/en/blog/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","title":"Why is my state-of-the-art LLM spitting out nonsense?","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":"2025-03-17T00:00:00+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/why-is-my-state-of-the-art-llm-spitting-out-nonsense/"]},"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/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","final_url":"https://www.scaleway.com/en/blog/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","title":"Why is my state-of-the-art LLM spitting out nonsense?","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:10.822874+00:00","bytes":165114,"raw_path":"435f79ea620e0ea386cdaefe05ec709886f8771689ec610d862eb931e37c4194.html","content_hash":"75bd7ba9675910b2bef28f2be9cf695cab52eb6008af59327b6e6818aad7a1c3","excerpt_chars":1200,"truncated":true,"excerpt":"Why is my state-of-the-art LLM spitting out nonsense? Build • Franck Pagny and Constance Morales • 17/03/25 • 4 min read AI models are everywhere, but sometimes, even the best LLMs produce bafflingly random outputs. Why? And more importantly—how can you tweak it? In 2024, the AI landscape has been evolving at breakneck speed. The race to release new models is relentless, with cutting-edge architectures dropping almost weekly. aiworld.eu and Hugging face teamed up to analyze the trends , tracking cumulative likes on models over 48 weeks. The data tells a clear story: the market is moving faster than ever, with new features, optimizations, and surprises constantly reshaping the AI ecosystem. But with all this innovation comes confusion. AI models and the APIs that run them are still quite new for a lot of people and their usage can sometimes be puzzling. Why do AI models sometimes behave unpredictably? How can you regain control? And finally, how can you ensure model accuracy at scale? Let’s break it down. Why do AI models sometimes behave unpredictably? One of the biggest surprises? LLMs aren’t built to be fully deterministic . That means, even for simple questions like “1+1=?”,..."},"evidence_pages":[{"url":"https://www.scaleway.com/en/blog/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","final_url":"https://www.scaleway.com/en/blog/why-is-my-state-of-the-art-llm-spitting-out-nonsense/","title":"Why is my state-of-the-art LLM spitting out nonsense?","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:10.822874+00:00","bytes":165114,"raw_path":"435f79ea620e0ea386cdaefe05ec709886f8771689ec610d862eb931e37c4194.html","content_hash":"75bd7ba9675910b2bef28f2be9cf695cab52eb6008af59327b6e6818aad7a1c3","excerpt_chars":1200,"truncated":true,"excerpt":"Why is my state-of-the-art LLM spitting out nonsense? Build • Franck Pagny and Constance Morales • 17/03/25 • 4 min read AI models are everywhere, but sometimes, even the best LLMs produce bafflingly random outputs. Why? And more importantly—how can you tweak it? In 2024, the AI landscape has been evolving at breakneck speed. The race to release new models is relentless, with cutting-edge architectures dropping almost weekly. aiworld.eu and Hugging face teamed up to analyze the trends , tracking cumulative likes on models over 48 weeks. The data tells a clear story: the market is moving faster than ever, with new features, optimizations, and surprises constantly reshaping the AI ecosystem. But with all this innovation comes confusion. AI models and the APIs that run them are still quite new for a lot of people and their usage can sometimes be puzzling. Why do AI models sometimes behave unpredictably? How can you regain control? And finally, how can you ensure model accuracy at scale? Let’s break it down. Why do AI models sometimes behave unpredictably? One of the biggest surprises? LLMs aren’t built to be fully deterministic . That means, even for simple questions like “1+1=?”,..."}],"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"}]}