{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Writing: Together AI expands fine-tuning service with more models, live metrics, and finer controls","description":"Together AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/70a22d3e-3804-458e-b0b1-bfc60e2b489e","json_url":"https://onlylabs.fyi/signals/70a22d3e-3804-458e-b0b1-bfc60e2b489e/signal.json","generated_at":"2026-09-11T19:52:07.830Z","evidence_latest_fetched_at":"2026-09-11T16:02:11.112956+00:00","signal_first_seen_at":"2026-09-11T16:00:50.815294+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/70a22d3e-3804-458e-b0b1-bfc60e2b489e","signal_json":"https://onlylabs.fyi/signals/70a22d3e-3804-458e-b0b1-bfc60e2b489e/signal.json","source":"https://www.together.ai/blog/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls","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 Together AI expands fine-tuning service with more models, live metrics, and finer controls. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive fine-tuning service expansion with more models metrics · Together AI expands fine-tuning service with more models, live metrics, and finer controls Webflow Analyze/Optimize tracking bridge --> 🚀 DeepSeek V4 Pro 0813 vs..... 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/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls","source_host":"together.ai","occurred_at":"2026-09-11T00:00:00+00:00","first_seen_at":"2026-09-11T16:00:50.815294+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":"Substantive fine-tuning service expansion with more models metrics","source":"signal"},{"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":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.together.ai/blog/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-11T16:02:11.112956+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/70a22d3e-3804-458e-b0b1-bfc60e2b489e/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/70a22d3e-3804-458e-b0b1-bfc60e2b489e/signal.json","required":true},{"label":"source","url":"https://www.together.ai/blog/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls","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 \"Together AI expands fine-tuning service with more models, live metrics, and finer controls\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published","object":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","text":"Together AI published Together AI expands fine-tuning service with more models, live metrics, and finer controls."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"is classified as","object":"writing signal","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls is classified as writing signal."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"belongs to","object":"talking desk","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls belongs to talking desk."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has evidence coverage 1 captured evidence page."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has captured page count","object":"1","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has captured page count 1."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has readable page count","object":"1","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has readable page count 1."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has related signal count","object":"6","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has related signal count 6."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","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":"Together AI expands fine-tuning service with more models, live metrics, and finer controls 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":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has source host","object":"together.ai","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has source host together.ai."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has lab","object":"Together AI","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has lab Together AI."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has signal desk","object":"talking","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has signal desk talking."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has source host","object":"together.ai","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has source host together.ai."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has notability","object":"Substantive fine-tuning service expansion with more models metrics","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has notability Substantive fine-tuning service expansion with more models metrics."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has watch term","object":"Eval methodology","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has watch term Eval methodology."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has watch term","object":"Data pipeline","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has watch term Data pipeline."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has watch term","object":"Infrastructure","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has watch term Infrastructure."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has watch term","object":"Agents and tool use","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Together AI published Together AI expands fine-tuning service with more models, live metrics, and finer controls. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive fine-tuning service expansion with more models metrics · Together AI expands fine-tuning service with more models, live metrics, and finer controls Webflow Analyze/Optimize tracking bridge --> 🚀 DeepSeek V4 Pro 0813 vs..... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Together AI","predicate":"published","object":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","text":"Together AI published Together AI expands fine-tuning service with more models, live metrics, and finer controls."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"is classified as","object":"writing signal","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls is classified as writing signal."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"belongs to","object":"talking desk","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls belongs to talking desk."},{"subject":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Together AI expands fine-tuning service with more models, live metrics, and finer controls has evidence coverage 1 captured evidence page."}]},"signal":{"id":"70a22d3e-3804-458e-b0b1-bfc60e2b489e","url":"https://onlylabs.fyi/signals/70a22d3e-3804-458e-b0b1-bfc60e2b489e","json_url":"https://onlylabs.fyi/signals/70a22d3e-3804-458e-b0b1-bfc60e2b489e/signal.json","source_url":"https://www.together.ai/blog/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls","title":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","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":"2026-09-11T00:00:00+00:00","first_seen_at":"2026-09-11T16:00:50.815294+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/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls"]},"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/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls","final_url":"https://www.together.ai/blog/together-ai-expands-fine-tuning-service-with-more-models-live-metrics-and-finer-controls","title":"Together AI expands fine-tuning service with more models, live metrics, and finer controls","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-09-11T16:02:11.112956+00:00","bytes":367426,"raw_path":"cbc5828756e2a10b15dd6e4a7daec89c1befecbf2f1f4c7aeda9607e633130ec.html","content_hash":"247fceda5a6a3a91fb4382bc4c738be3863236aa75c8fdc908efc19dcda11342","excerpt_chars":1200,"truncated":true,"excerpt":"Together AI expands fine-tuning service with more models, live metrics, and finer controls 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 Fine-Tuning Published 9/11/2026 Together AI expands fine-tuning service with more models, live metrics, and finer controls Support for the latest open-weight models, live experiment tracking, finer controls over training and data processing, and lower prices on selected models. Authors Artem Chumachenko, Egor Timofeev, Jasmine Li, Ruslan Khaidurov, Nikita Smetanin, Sergei Vorobyov, Arseniy Belorukov, Denis Fedorenko, Alex Moldovan, Shadi Mokhtar, Gleb Vazhenin, Sonny Khan, Adee Feiner, Jen Wu, Max Ryabinin Table of contents 40+ Models Chosen for Production...40+ Models Chosen for Production...40+ Models Chosen for Production... Turning an open-weight model into a high-performing model for your task takes a sequence of well-measured experiments. Teams need to understand what the model will train on, follow how each run is..."},"evidence_pages":[],"related_signals":[{"id":"d69b5566-42ce-4a23-a30a-a5a78ae1253b","url":"https://onlylabs.fyi/signals/d69b5566-42ce-4a23-a30a-a5a78ae1253b","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","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":"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"}]}