{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Model: togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8","description":"Together AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/57239096-e82d-4c02-b406-1d6717784602","json_url":"https://onlylabs.fyi/signals/57239096-e82d-4c02-b406-1d6717784602/signal.json","generated_at":"2026-06-11T02:49:45.210014+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/57239096-e82d-4c02-b406-1d6717784602","signal_json":"https://onlylabs.fyi/signals/57239096-e82d-4c02-b406-1d6717784602/signal.json","source":"https://huggingface.co/togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8","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/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Together AI published togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8. 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Model Description This is an EAGLE3 draft model trained **from scratch (random initialization)** using the **Aurora** inference-time training framework for speculative decoding. Unlike traditional approaches that fine-tune pre-trained models, this model is built entirely through Aurora's online training process. The model is optimized to generate high-quality draft tokens for the [Qwen/Qwen3-Coder-Next-FP8](https://huggingface.co/Qwen/Qwen3-Coder-Next-FP8) target model, achieving significant speedups in code generation tasks. Key Features - **Training Approach**: Trained **from..."},"evidence_pages":[{"url":"https://huggingface.co/togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8/raw/main/README.md","final_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8/raw/main/README.md","title":"togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:45.210014+00:00","bytes":11973,"raw_path":"1e7c940759e23b57440c67495997495249ec8f027128f8cacc163d9c91696dd5.md","content_hash":"5c72a7fab7926c7fcec9a787de612b6652be8738e6c41fa2e9d22ebc5c97ebb9","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en license: apache-2.0 tags: - speculative-decoding - eagle - aurora - inference-time-training - code-generation base_model: Qwen/Qwen3-Coder-Next-FP8 pipeline_tag: text-generation --- Aurora-Spec-Qwen3-Coder-Next-FP8 [](https://aurora-spec-ai.github.io) [](#) [](https://huggingface.co/datasets/zelc/onlinesd) [](https://arxiv.org/abs/2602.06932)
Model Description This is an EAGLE3 draft model trained **from scratch (random initialization)** using the **Aurora** inference-time training framework for speculative decoding. Unlike traditional approaches that fine-tune pre-trained models, this model is built entirely through Aurora's online training process. The model is optimized to generate high-quality draft tokens for the [Qwen/Qwen3-Coder-Next-FP8](https://huggingface.co/Qwen/Qwen3-Coder-Next-FP8) target model, achieving significant speedups in code generation tasks. Key Features - **Training Approach**: Trained **from..."}],"related_signals":[{"id":"22026f92-21da-461f-90e2-0debbedc287f","url":"https://onlylabs.fyi/signals/22026f92-21da-461f-90e2-0debbedc287f","source_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Minimax-M2.5","title":"togethercomputer/Aurora-Spec-Minimax-M2.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-02-19T20:32:12+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"0168c6b5-67ca-48c2-a176-2423a1f3f782","url":"https://onlylabs.fyi/signals/0168c6b5-67ca-48c2-a176-2423a1f3f782","source_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Minimax-M2.1","title":"togethercomputer/Aurora-Spec-Minimax-M2.1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-02-04T23:02:09+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"93bbdc8d-2ee5-4111-99c5-34012f00fc79","url":"https://onlylabs.fyi/signals/93bbdc8d-2ee5-4111-99c5-34012f00fc79","source_url":"https://huggingface.co/togethercomputer/M1-3B","title":"togethercomputer/M1-3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2025-05-02T04:30:50+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"1df1c794-a659-44cb-9190-bf7ccd672f04","url":"https://onlylabs.fyi/signals/1df1c794-a659-44cb-9190-bf7ccd672f04","source_url":"https://huggingface.co/togethercomputer/qwen2_vl_7b_instruct-biomedical-stage2","title":"togethercomputer/qwen2_vl_7b_instruct-biomedical-stage2","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2025-01-21T18:16:55+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"f9ef9883-7f1e-493e-a1ac-a04be0da3d0d","url":"https://onlylabs.fyi/signals/f9ef9883-7f1e-493e-a1ac-a04be0da3d0d","source_url":"https://huggingface.co/togethercomputer/gemma-2-9b-it-MoAA-DPO","title":"togethercomputer/gemma-2-9b-it-MoAA-DPO","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2024-12-06T01:28:39+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"2c3d3113-6f68-4140-8c03-6c54a29e967d","url":"https://onlylabs.fyi/signals/2c3d3113-6f68-4140-8c03-6c54a29e967d","source_url":"https://huggingface.co/togethercomputer/Llama-3.1-8B-Instruct-MoAA-DPO","title":"togethercomputer/Llama-3.1-8B-Instruct-MoAA-DPO","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2024-12-05T23:47:39+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"}]}