{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Writing: Introducing preemptible compute: the same compute, half the price","description":"Together AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b","json_url":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b/signal.json","generated_at":"2026-09-11T09:48:20.049Z","evidence_latest_fetched_at":"2026-09-10T20:02:16.267046+00:00","signal_first_seen_at":"2026-09-10T20:00:52.62998+00:00","org":{"slug":"together-ai","name":"Together AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/together-ai","dossier_json_url":"https://onlylabs.fyi/labs/together-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b","signal_json":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b/signal.json","source":"https://www.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price","lab_dossier":"https://onlylabs.fyi/labs/together-ai","lab_dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/together-ai","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-ai/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":"Together AI published Introducing preemptible compute: the same compute, half the price. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: New preemptible compute offering from Together AI. · Introducing preemptible compute: the same compute, half the price Webflow Analyze/Optimize tracking bridge --> 🚀 DeepSeek V4 Pro 0813 vs. GPT-5.6 Sol on DeepSWE → 📈.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price","source_host":"together.ai","occurred_at":"2026-09-10T00:00:00+00:00","first_seen_at":"2026-09-10T20:00:52.62998+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"together.ai","source":"source"},{"label":"Notability","value":"New preemptible compute offering from Together AI.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-10T20:02:16.267046+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b/signal.json","dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-ai/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/d69b5566-42ce-4a23-a30a-a5a78ae1253b/signal.json","required":true},{"label":"source","url":"https://www.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/together-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/together-ai/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 Together AI's writing signal \"Introducing preemptible compute: the same compute, half the price\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published","object":"Introducing preemptible compute: the same compute, half the price","text":"Together AI published Introducing preemptible compute: the same compute, half the price."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"is classified as","object":"writing signal","text":"Introducing preemptible compute: the same compute, half the price is classified as writing signal."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"belongs to","object":"talking desk","text":"Introducing preemptible compute: the same compute, half the price belongs to talking desk."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Introducing preemptible compute: the same compute, half the price has evidence coverage 1 captured evidence page."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has captured page count","object":"1","text":"Introducing preemptible compute: the same compute, half the price has captured page count 1."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has readable page count","object":"1","text":"Introducing preemptible compute: the same compute, half the price has readable page count 1."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has related signal count","object":"6","text":"Introducing preemptible compute: the same compute, half the price has related signal count 6."},{"subject":"Introducing preemptible compute: the same compute, half the price","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":"Introducing preemptible compute: the same compute, half the price 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":"Introducing preemptible compute: the same compute, half the price","predicate":"has source host","object":"together.ai","text":"Introducing preemptible compute: the same compute, half the price has source host together.ai."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has lab","object":"Together AI","text":"Introducing preemptible compute: the same compute, half the price has lab Together AI."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has signal desk","object":"talking","text":"Introducing preemptible compute: the same compute, half the price has signal desk talking."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has source host","object":"together.ai","text":"Introducing preemptible compute: the same compute, half the price has source host together.ai."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has notability","object":"New preemptible compute offering from Together AI.","text":"Introducing preemptible compute: the same compute, half the price has notability New preemptible compute offering from Together AI.."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has watch term","object":"Eval methodology","text":"Introducing preemptible compute: the same compute, half the price has watch term Eval methodology."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has watch term","object":"Infrastructure","text":"Introducing preemptible compute: the same compute, half the price has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"Together AI published Introducing preemptible compute: the same compute, half the price. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: New preemptible compute offering from Together AI. · Introducing preemptible compute: the same compute, half the price Webflow Analyze/Optimize tracking bridge --> 🚀 DeepSeek V4 Pro 0813 vs. GPT-5.6 Sol on DeepSWE → 📈.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Together AI","predicate":"published","object":"Introducing preemptible compute: the same compute, half the price","text":"Together AI published Introducing preemptible compute: the same compute, half the price."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"is classified as","object":"writing signal","text":"Introducing preemptible compute: the same compute, half the price is classified as writing signal."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"belongs to","object":"talking desk","text":"Introducing preemptible compute: the same compute, half the price belongs to talking desk."},{"subject":"Introducing preemptible compute: the same compute, half the price","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Introducing preemptible compute: the same compute, half the price has evidence coverage 1 captured evidence page."}]},"signal":{"id":"d69b5566-42ce-4a23-a30a-a5a78ae1253b","url":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b","json_url":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b/signal.json","source_url":"https://www.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price","title":"Introducing preemptible compute: the same compute, half the price","summary":"Together AI 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":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-09-10T00:00:00+00:00","first_seen_at":"2026-09-10T20:00:52.62998+00:00","date_source":"rss.item_date","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.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price"]},"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.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price","final_url":"https://www.together.ai/blog/introducing-preemptible-compute-the-same-compute-half-the-price","title":"Introducing preemptible compute: the same compute, half the price","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-09-10T20:02:16.267046+00:00","bytes":356466,"raw_path":"d8384d24ae1826e88191a20f19d5954fc147f8ee47ac5d4aa88485b60228a045.html","content_hash":"ae8478b15d5c1a65463e58feae3e0ba5c887932b1ce234adc5e1fe229f4d069a","excerpt_chars":1200,"truncated":true,"excerpt":"Introducing preemptible compute: the same compute, half the price Webflow Analyze/Optimize tracking bridge --> 🚀 DeepSeek V4 Pro 0813 vs. GPT-5.6 Sol on DeepSWE → 📈 GLM-5.3 vs. GLM 5.3 Flash on DeepSWE → ⚡ On-demand B200s now available on Together GPU Clusters → 🚀 Now serving MiniMax-M3 for efficient inference → All blog posts GPU Clusters Published 9/10/2026 Introducing preemptible compute: the same compute, half the price Now in public preview for Together GPU Clusters: interruptible GPU compute, with a five-minute drain window and automatic refill toward your target. Authors Pavneet Ahluwalia, Varun Chakravarthy Table of contents 40+ Models Chosen for Production...40+ Models Chosen for Production...40+ Models Chosen for Production... Today we're announcing the public preview of preemptible compute for Together GPU Clusters, available on Kubernetes clusters in all regions. Preemptible nodes give teams a lower-cost way to run interruption-tolerant work — short experiments, inference bursts, batch jobs — on the same GPU infrastructure they already use, billed sub-hourly at a flat 50% of the on-demand rate. You can add preemptible capacity to a new or existing cluster..."},"evidence_pages":[],"related_signals":[{"id":"5e326908-9398-43b1-b472-e2f207b6019f","url":"https://onlylabs.fyi/signals/5e326908-9398-43b1-b472-e2f207b6019f","source_url":"https://www.together.ai/blog/to-infinity-and-beyond-thunderkittens-now-on-nvidia-vera-rubin-nvl72","title":"To Infinity and Beyond: ThunderKittens Now on NVIDIA Vera Rubin NVL72!","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-09-10T00:00:00+00:00","first_seen_at":"2026-09-10T20:00:52.62998+00:00","date_source":"rss.item_date"},{"id":"202fe2eb-9c93-4c62-b5b1-72d9cd55cf4f","url":"https://onlylabs.fyi/signals/202fe2eb-9c93-4c62-b5b1-72d9cd55cf4f","source_url":"https://www.together.ai/blog/the-open-source-ai-stack","title":"The Open Source AI Stack","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-09-09T00:00:00+00:00","first_seen_at":"2026-09-09T20:00:52.369569+00:00","date_source":"rss.item_date"},{"id":"0f6c10b7-79db-405e-8e1e-8fd06a4580f1","url":"https://onlylabs.fyi/signals/0f6c10b7-79db-405e-8e1e-8fd06a4580f1","source_url":"https://www.together.ai/blog/glm-5-3-vs-glm-5-3-flash-on-deepswe-cost-coding-and-routing","title":"","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-28T00:00:00+00:00","first_seen_at":"2026-08-29T00:03:25.170049+00:00","date_source":"rss.item_date"},{"id":"ace51b4c-821f-49f9-b254-ff7aa0487647","url":"https://onlylabs.fyi/signals/ace51b4c-821f-49f9-b254-ff7aa0487647","source_url":"https://www.together.ai/blog/glm-5-3-vs-claude-fable-5-on-deepswe-cost-coding-and-routing","title":"GLM-5.3 vs. Claude Fable 5 on DeepSWE: Cost, Coding, and Routing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-21T00:00:00+00:00","first_seen_at":"2026-08-22T08:01:39.906977+00:00","date_source":"rss.item_date"},{"id":"5e587b4c-ee45-485e-a4ba-7cbdf7d0a3e9","url":"https://onlylabs.fyi/signals/5e587b4c-ee45-485e-a4ba-7cbdf7d0a3e9","source_url":"https://www.together.ai/blog/glm-5-3-vs-gpt-5-6-sol-on-deepswe-cost-coding-and-routing","title":"GLM-5.3 vs. GPT-5.6 Sol on DeepSWE: Cost, Coding, and Routing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-21T00:00:00+00:00","first_seen_at":"2026-08-22T08:01:39.906977+00:00","date_source":"rss.item_date"},{"id":"7a720ba0-f32f-4049-9b5f-f1f89d2e4c22","url":"https://onlylabs.fyi/signals/7a720ba0-f32f-4049-9b5f-f1f89d2e4c22","source_url":"https://www.together.ai/blog/deepseek-v4-pro-0813-vs-gpt-5-6-sol-on-deepswe-cost-coding-and-routing","title":"","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-18T00:00:00+00:00","first_seen_at":"2026-08-18T08:01:49.249966+00:00","date_source":"rss.item_date"}]}