{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Writing: How We Built Our Knowledge Base","description":"Cerebras writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606","json_url":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606/signal.json","generated_at":"2026-07-28T19:26:41.905Z","evidence_latest_fetched_at":"2026-07-27T20:02:24.016+00:00","signal_first_seen_at":"2026-07-27T20:00:51.295197+00:00","org":{"slug":"cerebras","name":"Cerebras","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/cerebras","dossier_json_url":"https://onlylabs.fyi/labs/cerebras/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606","signal_json":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606/signal.json","source":"https://www.cerebras.ai/blog/how-we-built-our-knowledge-base","lab_dossier":"https://onlylabs.fyi/labs/cerebras","lab_dossier_json":"https://onlylabs.fyi/labs/cerebras/dossier.json","analysis":"https://onlylabs.fyi/analysis/cerebras","analysis_json":"https://onlylabs.fyi/analysis/cerebras/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cerebras/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":"Cerebras published How We Built Our Knowledge Base. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: [Skip to main content](https://www.cerebras.ai/blog/how-we-built-our-knowledge-base#main-content) [Go to homepage](https://www.cerebras.ai/) [Cerebras and AMD Partner on.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.cerebras.ai/blog/how-we-built-our-knowledge-base","source_host":"cerebras.ai","occurred_at":"2026-07-16T15:40:22+00:00","first_seen_at":"2026-07-27T20:00:51.295197+00:00","date_source":"sitemap.lastmod","context":null},"context_markers":[{"label":"Lab","value":"Cerebras","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"cerebras.ai","source":"source"},{"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":["firecrawl"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.cerebras.ai/blog/how-we-built-our-knowledge-base"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-27T20:02:24.016+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606/signal.json","dossier_json":"https://onlylabs.fyi/labs/cerebras/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/cerebras/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cerebras/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/7384ffd2-42a3-47cd-a1d6-a4ee94770606/signal.json","required":true},{"label":"source","url":"https://www.cerebras.ai/blog/how-we-built-our-knowledge-base","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/cerebras/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/cerebras/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 Cerebras's writing signal \"How We Built Our Knowledge Base\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published","object":"How We Built Our Knowledge Base","text":"Cerebras published How We Built Our Knowledge Base."},{"subject":"How We Built Our Knowledge Base","predicate":"is classified as","object":"writing signal","text":"How We Built Our Knowledge Base is classified as writing signal."},{"subject":"How We Built Our Knowledge Base","predicate":"belongs to","object":"talking desk","text":"How We Built Our Knowledge Base belongs to talking desk."},{"subject":"How We Built Our Knowledge Base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"How We Built Our Knowledge Base has evidence coverage 1 captured evidence page."},{"subject":"How We Built Our Knowledge Base","predicate":"has captured page count","object":"1","text":"How We Built Our Knowledge Base has captured page count 1."},{"subject":"How We Built Our Knowledge Base","predicate":"has readable page count","object":"1","text":"How We Built Our Knowledge Base has readable page count 1."},{"subject":"How We Built Our Knowledge Base","predicate":"has related signal count","object":"6","text":"How We Built Our Knowledge Base has related signal count 6."},{"subject":"How We Built Our Knowledge Base","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":"How We Built Our Knowledge Base 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":"How We Built Our Knowledge Base","predicate":"has source host","object":"cerebras.ai","text":"How We Built Our Knowledge Base has source host cerebras.ai."},{"subject":"How We Built Our Knowledge Base","predicate":"has lab","object":"Cerebras","text":"How We Built Our Knowledge Base has lab Cerebras."},{"subject":"How We Built Our Knowledge Base","predicate":"has signal desk","object":"talking","text":"How We Built Our Knowledge Base has signal desk talking."},{"subject":"How We Built Our Knowledge Base","predicate":"has source host","object":"cerebras.ai","text":"How We Built Our Knowledge Base has source host cerebras.ai."},{"subject":"How We Built Our Knowledge Base","predicate":"has watch term","object":"Eval methodology","text":"How We Built Our Knowledge Base has watch term Eval methodology."},{"subject":"How We Built Our Knowledge Base","predicate":"has watch term","object":"Data pipeline","text":"How We Built Our Knowledge Base has watch term Data pipeline."},{"subject":"How We Built Our Knowledge Base","predicate":"has watch term","object":"Infrastructure","text":"How We Built Our Knowledge Base has watch term Infrastructure."},{"subject":"How We Built Our Knowledge Base","predicate":"has watch term","object":"Agents and tool use","text":"How We Built Our Knowledge Base has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Cerebras published How We Built Our Knowledge Base. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: [Skip to main content](https://www.cerebras.ai/blog/how-we-built-our-knowledge-base#main-content) [Go to homepage](https://www.cerebras.ai/) [Cerebras and AMD Partner on.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Cerebras","predicate":"published","object":"How We Built Our Knowledge Base","text":"Cerebras published How We Built Our Knowledge Base."},{"subject":"How We Built Our Knowledge Base","predicate":"is classified as","object":"writing signal","text":"How We Built Our Knowledge Base is classified as writing signal."},{"subject":"How We Built Our Knowledge Base","predicate":"belongs to","object":"talking desk","text":"How We Built Our Knowledge Base belongs to talking desk."},{"subject":"How We Built Our Knowledge Base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"How We Built Our Knowledge Base has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7384ffd2-42a3-47cd-a1d6-a4ee94770606","url":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606","json_url":"https://onlylabs.fyi/signals/7384ffd2-42a3-47cd-a1d6-a4ee94770606/signal.json","source_url":"https://www.cerebras.ai/blog/how-we-built-our-knowledge-base","title":"How We Built Our Knowledge Base","summary":"Cerebras 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":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-16T15:40:22+00:00","first_seen_at":"2026-07-27T20:00:51.295197+00:00","date_source":"sitemap.lastmod","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["firecrawl"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.cerebras.ai/blog/how-we-built-our-knowledge-base"]},"facets":{},"traction":{"github_stars":null,"hn_points":2,"hn_comments":0,"hn_story_id":"48968371","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://www.cerebras.ai/blog/how-we-built-our-knowledge-base","final_url":"https://www.cerebras.ai/blog/how-we-built-our-knowledge-base","title":"How We Built Our Knowledge Base","http_status":500,"content_type":"text/html","capture_method":"firecrawl","fetched_at":"2026-07-27T20:02:24.016+00:00","bytes":null,"raw_path":"e986baa0d4f4c117facbe7854a9c53a7d1c9fb6250f0144662a0fdc7666b3086.html","content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"[Skip to main content](https://www.cerebras.ai/blog/how-we-built-our-knowledge-base#main-content) [Go to homepage](https://www.cerebras.ai/) [Cerebras and AMD Partner on Disaggregated Inference. Learn more >>](https://www.cerebras.ai/press-release/amd-and-cerebras-announce-industry-leading-ultra-low-latency-and-high-throughput-ai-inference) Jul 15 2026 How We Built Our Knowledge Base [Isaac Tai](https://www.cerebras.ai/author/isaac-tai) [Daniel Kim](https://www.cerebras.ai/author/daniel-kim) [Mike Gao](https://www.cerebras.ai/author/mike-gao) Employees ask our internal knowledge base more than 15,000 questions every day. It's become one of the most widely adopted internal tools at the company since launching 3 months ago. Used by humans, automations and agents. At Cerebras, our teams work across data center operations, chip design, hardware, training, inference, cloud platform, and more. With hundreds of new employees joining every year, our communication channels were filling up with the same questions: > _“Where can I find X?”_ > > _“Who is the expert in Y?”_ > > _“What is Z?”_ We built Cerebras Knowledge to help people connect people and systems to useful information. Exploded..."},"evidence_pages":[],"related_signals":[{"id":"b41ab4be-9315-4843-b69e-3f755c683820","url":"https://onlylabs.fyi/signals/b41ab4be-9315-4843-b69e-3f755c683820","source_url":"https://www.cerebras.ai/press-release/amd-and-cerebras-announce-industry-leading-ultra-low-latency-and-high-throughput-ai-inference","title":"Amd And Cerebras Announce Industry Leading Ultra Low Latency And High Throughput Ai Inference","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-23T17:45:28+00:00","first_seen_at":"2026-07-27T20:00:51.295197+00:00","date_source":"sitemap.lastmod"},{"id":"3bb5ced8-ddd8-4c62-8a83-c3bf3a425793","url":"https://onlylabs.fyi/signals/3bb5ced8-ddd8-4c62-8a83-c3bf3a425793","source_url":"https://www.cerebras.ai/blog/ai-inference-cybersecurity","title":"Ai Inference Cybersecurity","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-22T22:56:17+00:00","first_seen_at":"2026-06-26T20:26:30.993041+00:00","date_source":"sitemap.lastmod"},{"id":"4b02935d-7120-4ae7-8af8-1d8bdd520b1b","url":"https://onlylabs.fyi/signals/4b02935d-7120-4ae7-8af8-1d8bdd520b1b","source_url":"https://www.cerebras.ai/blog/moe-guide-debug","title":"Moe Guide Debug","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-13T23:43:29+00:00","first_seen_at":"2026-06-26T20:26:30.993041+00:00","date_source":"sitemap.lastmod"},{"id":"bad8411f-9fbe-48ed-bfdf-474690a10be6","url":"https://onlylabs.fyi/signals/bad8411f-9fbe-48ed-bfdf-474690a10be6","source_url":"https://www.cerebras.ai/blog/hiring-engineers-for-an-ai-native-world","title":"Hiring Engineers For An Ai Native World","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-10T16:08:06+00:00","first_seen_at":"2026-07-13T20:00:51.324862+00:00","date_source":"sitemap.lastmod"},{"id":"d4dfcff1-21ac-4d69-a691-d92c94a7887d","url":"https://onlylabs.fyi/signals/d4dfcff1-21ac-4d69-a691-d92c94a7887d","source_url":"https://www.cerebras.ai/blog/cerebras-and-upstage-bring-ultra-fast-ai-to-korea","title":"Cerebras And Upstage Bring Ultra Fast Ai To Korea","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-10T05:06:30+00:00","first_seen_at":"2026-07-13T20:00:51.324862+00:00","date_source":"sitemap.lastmod"},{"id":"0236a5fb-c4f5-42d2-bddb-9073b379cf98","url":"https://onlylabs.fyi/signals/0236a5fb-c4f5-42d2-bddb-9073b379cf98","source_url":"https://www.cerebras.ai/press-release/flex-and-cerebras-expand-partnership-to-scale-american-manufacturing-of-cerebras-ai","title":"Flex And Cerebras Expand Partnership To Scale American Manufacturing Of Cerebras Ai","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-07-09T21:04:25+00:00","first_seen_at":"2026-07-10T00:01:50.026341+00:00","date_source":"sitemap.lastmod"}]}