{"schema_version":"onlylabs.public_signal.v1","title":"Baseten Writing: Mammoth 1 And Elephant 1 Frontier Decision Models","description":"Baseten writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818","json_url":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818/signal.json","generated_at":"2026-11-06T03:33:59.289Z","evidence_latest_fetched_at":"2026-11-05T00:03:37.621+00:00","signal_first_seen_at":"2026-11-04T00:00:53.158163+00:00","org":{"slug":"baseten","name":"Baseten","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/baseten","dossier_json_url":"https://onlylabs.fyi/labs/baseten/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818","signal_json":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818/signal.json","source":"https://www.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models","lab_dossier":"https://onlylabs.fyi/labs/baseten","lab_dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis":"https://onlylabs.fyi/analysis/baseten","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/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":"Baseten published Mammoth 1 And Elephant 1 Frontier Decision Models. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable model release; lacks traction data · ![](https://www.datocms-assets.com/104802/1793046443-rotate-device-icon.png) Please rotate your device To continue exploring this website, please rotate your device to a.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models","source_host":"baseten.co","occurred_at":"2026-10-21T00:00:00.000Z","first_seen_at":"2026-11-04T00:00:53.158163+00:00","date_source":"page.visible_date","context":null},"context_markers":[{"label":"Lab","value":"Baseten","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"baseten.co","source":"source"},{"label":"Model refs","value":"LiquidAI/d1-3B, baselabs/mammoth-1, baselabs/elephant-1","source":"model"},{"label":"Notability","value":"Notable model release; lacks traction data","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-11-05T00:03:37.621+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818/signal.json","dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/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/ef11a14f-1b00-4db3-9a8b-40e8593a4818/signal.json","required":true},{"label":"source","url":"https://www.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baseten/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baseten/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 Baseten's writing signal \"Mammoth 1 And Elephant 1 Frontier Decision Models\" for neocloud strategy."},"semantic_triples":[{"subject":"Baseten","predicate":"published","object":"Mammoth 1 And Elephant 1 Frontier Decision Models","text":"Baseten published Mammoth 1 And Elephant 1 Frontier Decision Models."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"is classified as","object":"writing signal","text":"Mammoth 1 And Elephant 1 Frontier Decision Models is classified as writing signal."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"belongs to","object":"talking desk","text":"Mammoth 1 And Elephant 1 Frontier Decision Models belongs to talking desk."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has evidence coverage 1 captured evidence page."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has captured page count","object":"1","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has captured page count 1."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has readable page count","object":"1","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has readable page count 1."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has related signal count","object":"6","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has related signal count 6."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","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":"Mammoth 1 And Elephant 1 Frontier Decision Models 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":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has source host","object":"baseten.co","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has source host baseten.co."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has lab","object":"Baseten","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has lab Baseten."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has signal desk","object":"talking","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has signal desk talking."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has source host","object":"baseten.co","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has source host baseten.co."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has model refs","object":"LiquidAI/d1-3B, baselabs/mammoth-1, baselabs/elephant-1","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has model refs LiquidAI/d1-3B, baselabs/mammoth-1, baselabs/elephant-1."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has notability","object":"Notable model release; 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable model release; lacks traction data · ![](https://www.datocms-assets.com/104802/1793046443-rotate-device-icon.png) Please rotate your device To continue exploring this website, please rotate your device to a.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Baseten","predicate":"published","object":"Mammoth 1 And Elephant 1 Frontier Decision Models","text":"Baseten published Mammoth 1 And Elephant 1 Frontier Decision Models."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"is classified as","object":"writing signal","text":"Mammoth 1 And Elephant 1 Frontier Decision Models is classified as writing signal."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"belongs to","object":"talking desk","text":"Mammoth 1 And Elephant 1 Frontier Decision Models belongs to talking desk."},{"subject":"Mammoth 1 And Elephant 1 Frontier Decision Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Mammoth 1 And Elephant 1 Frontier Decision Models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ef11a14f-1b00-4db3-9a8b-40e8593a4818","url":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818","json_url":"https://onlylabs.fyi/signals/ef11a14f-1b00-4db3-9a8b-40e8593a4818/signal.json","source_url":"https://www.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models","title":"Mammoth 1 And Elephant 1 Frontier Decision Models","summary":"Baseten 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":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-10-21T00:00:00.000Z","first_seen_at":"2026-11-04T00:00:53.158163+00:00","date_source":"page.visible_date","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.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models"]},"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":{"is_primary":true,"source_match":true,"url":"https://www.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models","final_url":"https://www.baseten.co/blog/mammoth-1-and-elephant-1-frontier-decision-models","title":"Mammoth 1 And Elephant 1 Frontier Decision Models","http_status":200,"content_type":"text/html","capture_method":"firecrawl","fetched_at":"2026-11-05T00:03:37.621+00:00","bytes":270559,"raw_path":"6da43fbcf2dcb62eda0dde8bb9c0a6edceb4b05ff13c40faa7b37f561e11d4a9.html","content_hash":"0c2957f58ef75c15fe5e322f95a62060a767f89b3bf420952511984d4c02a298","excerpt_chars":1200,"truncated":true,"excerpt":"![](https://www.datocms-assets.com/104802/1793046443-rotate-device-icon.png) Please rotate your device To continue exploring this website, please rotate your device to a vertical orientation Research Mammoth-1 and Elephant-1: frontier decision models We provide the technical report for training the world's best decision models. Authors ![max kirkby](https://www.datocms-assets.com/104802/1771946276-max-kirkby-edited.png?auto=format&crop=focalpoint&fit=crop&fp-x=0.58&fp-y=0.5&h=64&w=64)Max Kirkby ![Michael Psenka](https://www.datocms-assets.com/104802/1793045417-michael-psenka-headshot-gray-400x400.png?auto=format&fit=crop&h=64&w=64)Michael Psenka ![thomas](https://www.datocms-assets.com/104802/1793044690-thomas.png?auto=format&fit=crop&h=64&w=64)Thomas Villeneuve ![Aaryam Sharma headshot](https://www.datocms-assets.com/104802/1778162220-aaryam-headshot-edited.jpeg?auto=format&fit=crop&h=64&w=64)Aaryam Sharma ![Charles](https://www.datocms-assets.com/104802/1771946212-charles-headshot-edited.png?auto=format&crop=focalpoint&fit=crop&fp-x=0.46&fp-y=0.43&h=64&w=64)Charles O'Neill Date October 21, 2026 ![decision..."},"evidence_pages":[],"related_signals":[{"id":"645b9d9e-40d3-4f6f-8977-30ce190680de","url":"https://onlylabs.fyi/signals/645b9d9e-40d3-4f6f-8977-30ce190680de","source_url":"https://www.baseten.co/resources/changelog/baseten-sandboxes-are-now-available","title":"Baseten Sandboxes Are Now Available","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-11-05T17:48:31+00:00","first_seen_at":"2026-11-05T20:00:54.283089+00:00","date_source":"sitemap.lastmod"},{"id":"af6c6f79-14b1-478d-ae00-10b9a051ae87","url":"https://onlylabs.fyi/signals/af6c6f79-14b1-478d-ae00-10b9a051ae87","source_url":"https://www.baseten.co/blog/building-the-agent-cloud-introducing-baseten-sandboxes","title":"Building The Agent Cloud Introducing Baseten Sandboxes","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-11-05T17:02:14+00:00","first_seen_at":"2026-11-05T20:00:54.283089+00:00","date_source":"sitemap.lastmod"},{"id":"0aaff02e-6a3c-4da5-920f-3af1c490f83f","url":"https://onlylabs.fyi/signals/0aaff02e-6a3c-4da5-920f-3af1c490f83f","source_url":"https://www.baseten.co/blog/baseten-joins-the-nvidia-nemotron-coalition-to-advance-custom-ai-in-production","title":"Baseten Joins The Nvidia Nemotron Coalition To Advance Custom Ai In Production","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-11-05T16:02:11+00:00","first_seen_at":"2026-11-05T16:00:52.663691+00:00","date_source":"sitemap.lastmod"},{"id":"eafd06e9-948b-42c9-a5de-b33ebaadc389","url":"https://onlylabs.fyi/signals/eafd06e9-948b-42c9-a5de-b33ebaadc389","source_url":"https://www.baseten.co/resources/changelog/personal-api-key-expiration","title":"Personal Api Key Expiration","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-11-04T19:50:15+00:00","first_seen_at":"2026-11-05T04:00:52.51363+00:00","date_source":"sitemap.lastmod"},{"id":"7184407f-b6a5-4109-983d-240c943e7b29","url":"https://onlylabs.fyi/signals/7184407f-b6a5-4109-983d-240c943e7b29","source_url":"https://www.baseten.co/blog/introducing-baseten-grid","title":"Introducing Baseten Grid","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-11-04T18:56:41+00:00","first_seen_at":"2026-11-05T04:00:52.51363+00:00","date_source":"sitemap.lastmod"},{"id":"9ab879eb-1b3f-4ff2-bf9b-bd1841855497","url":"https://onlylabs.fyi/signals/9ab879eb-1b3f-4ff2-bf9b-bd1841855497","source_url":"https://www.baseten.co/blog/introducing-baseten-router","title":"Introducing Baseten Router","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-11-04T00:00:00.000Z","first_seen_at":"2026-11-05T04:00:52.51363+00:00","date_source":"page.visible_date"}]}