{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Writing: Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding","description":"Together AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7716e5bd-e954-4ea1-8f05-06c71c7ae94a","json_url":"https://onlylabs.fyi/signals/7716e5bd-e954-4ea1-8f05-06c71c7ae94a/signal.json","generated_at":"2026-06-07T21:14:41.801889+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/7716e5bd-e954-4ea1-8f05-06c71c7ae94a","signal_json":"https://onlylabs.fyi/signals/7716e5bd-e954-4ea1-8f05-06c71c7ae94a/signal.json","source":"https://www.together.ai/blog/distribution-aware-speculative-decoding","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 Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding. 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High-signal details: Substantial optimization technique from notable lab. · Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding ⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell → Introducing.... 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/distribution-aware-speculative-decoding","source_host":"together.ai","occurred_at":"2026-04-24T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:06.025484+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":"Substantial optimization technique from notable lab.","source":"signal"},{"label":"Watch term","value":"RL 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Links in this article Paper Summary Distribution-aware speculative decoding (DAS) is a novel framework that significantly alleviates the rollout bottleneck in RL post-training — delivering up to 50% speedup without touching model..."},"evidence_pages":[{"url":"https://www.together.ai/blog/distribution-aware-speculative-decoding","final_url":"https://www.together.ai/blog/distribution-aware-speculative-decoding","title":"Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:14:41.801889+00:00","bytes":310998,"raw_path":"2cdb4a5b6365a8c121c258b0ac14280b1ddc925c54d72212c5ed114cb0eaef31.html","content_hash":"92277d31dde63ced91e78eff235cb7174ad3c7146ec7749f04dc5049493e8b48","excerpt_chars":1200,"truncated":true,"excerpt":"Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding ⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell → Introducing Together AI's new look → 🔎 ATLAS: runtime-learning accelerators delivering up to 4x faster LLM inference → ⚡ Together GPU Clusters: self-service NVIDIA GPUs, now generally available → 📦 Batch Inference API: Process billions of tokens at 50% lower cost for most models → 🪛 Fine-Tuning Platform Upgrades: Larger Models, Longer Contexts → All blog posts Research Published 4/24/2026 Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding Authors Zelei Shao, Vikranth Srivatsa, Sanjana Srivastava, Qingyang Wu, Alpay Ariyak, Xiaoxia Wu, Ameen Patel, Jue Wang, Percy Liang, Tri Dao, Ce Zhang, Yiying Zhang, Ben Athiwaratkun, Chenfeng Xu, Junxiong Wang Table of contents 40+ Models Chosen for Production...40+ Models Chosen for Production...40+ Models Chosen for Production... 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