{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Model: togethercomputer/evo-1-8k-base","description":"Together AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a9e932b1-eaea-4aff-ae1d-45570354a1e8","json_url":"https://onlylabs.fyi/signals/a9e932b1-eaea-4aff-ae1d-45570354a1e8/signal.json","generated_at":"2026-06-11T03:28:18.962481+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/a9e932b1-eaea-4aff-ae1d-45570354a1e8","signal_json":"https://onlylabs.fyi/signals/a9e932b1-eaea-4aff-ae1d-45570354a1e8/signal.json","source":"https://huggingface.co/togethercomputer/evo-1-8k-base","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/evo-1-8k-base. 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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/a9e932b1-eaea-4aff-ae1d-45570354a1e8/signal.json","required":true},{"label":"source","url":"https://huggingface.co/togethercomputer/evo-1-8k-base","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/releases/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 model signal \"togethercomputer/evo-1-8k-base\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published model","object":"togethercomputer/evo-1-8k-base","text":"Together AI published model togethercomputer/evo-1-8k-base."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"is classified as","object":"model signal","text":"togethercomputer/evo-1-8k-base is classified as model signal."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"belongs to","object":"releases desk","text":"togethercomputer/evo-1-8k-base belongs to releases desk."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/evo-1-8k-base has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has captured page count","object":"1","text":"togethercomputer/evo-1-8k-base has captured page count 1."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has readable page count","object":"1","text":"togethercomputer/evo-1-8k-base has readable page count 1."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has related signal count","object":"6","text":"togethercomputer/evo-1-8k-base has related signal count 6."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"togethercomputer/evo-1-8k-base has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has source host","object":"huggingface.co","text":"togethercomputer/evo-1-8k-base has source host huggingface.co."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has lab","object":"Together AI","text":"togethercomputer/evo-1-8k-base has lab Together AI."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has signal desk","object":"releases","text":"togethercomputer/evo-1-8k-base has signal desk releases."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has source host","object":"huggingface.co","text":"togethercomputer/evo-1-8k-base has source host huggingface.co."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has task","object":"text-generation","text":"togethercomputer/evo-1-8k-base has task text-generation."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has license","object":"apache-2.0","text":"togethercomputer/evo-1-8k-base has license apache-2.0."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has library","object":"transformers","text":"togethercomputer/evo-1-8k-base has library transformers."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has downloads","object":"3K","text":"togethercomputer/evo-1-8k-base has downloads 3K."},{"subject":"togethercomputer/evo-1-8k-base","predicate":"has likes","object":"10","text":"togethercomputer/evo-1-8k-base has likes 10."}]},"intelligence":{"signal_desk":"releases","answer":"Together AI published togethercomputer/evo-1-8k-base. 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News We identified and fixed an issue related to a wrong permutation of some projections, which affects generation quality. To use the new model revision, please load as follows: ```python config = AutoConfig.from_pretrained(model_name, trust_remote_code=True, revision=\"1.1_fix\") model = AutoModelForCausalLM.from_pretrained( model_name, config=config, trust_remote_code=True, revision=\"1.1_fix\" ) ``` About Evo is a biological foundation model capable of long-context modeling and design. Evo uses the [StripedHyena architecture](https://github.com/togethercomputer/stripedhyena) to enable modeling of sequences at a single-nucleotide, byte-level resolution with near-linear scaling of compute and memory relative to context length. Evo has 7 billion parameters and is trained on OpenGenome, a prokaryotic whole-genome dataset containing ~300 billion tokens. Technical details about Evo can be found in our..."},"evidence_pages":[{"url":"https://huggingface.co/togethercomputer/evo-1-8k-base/raw/main/README.md","final_url":"https://huggingface.co/togethercomputer/evo-1-8k-base/raw/main/README.md","title":"togethercomputer/evo-1-8k-base model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.962481+00:00","bytes":5268,"raw_path":"3e3068898519cbde721ab97ea3ff53fb2871b7ad2f8cb01e843f92e6064f289f.md","content_hash":"09e84c1b9e561053f194c3ee7540c5828e9f438d39897cb7d613e4f19f7375e1","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 tags: - stripedhyena - long context - deep signal processing - hybrid - biology - genomics --- Evo-1 (Phase 1)

News We identified and fixed an issue related to a wrong permutation of some projections, which affects generation quality. To use the new model revision, please load as follows: ```python config = AutoConfig.from_pretrained(model_name, trust_remote_code=True, revision=\"1.1_fix\") model = AutoModelForCausalLM.from_pretrained( model_name, config=config, trust_remote_code=True, revision=\"1.1_fix\" ) ``` About Evo is a biological foundation model capable of long-context modeling and design. Evo uses the [StripedHyena architecture](https://github.com/togethercomputer/stripedhyena) to enable modeling of sequences at a single-nucleotide, byte-level resolution with near-linear scaling of compute and memory relative to context length. Evo has 7 billion parameters and is trained on OpenGenome, a prokaryotic whole-genome dataset containing ~300 billion tokens. Technical details about Evo can be found in our..."}],"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":"57239096-e82d-4c02-b406-1d6717784602","url":"https://onlylabs.fyi/signals/57239096-e82d-4c02-b406-1d6717784602","source_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8","title":"togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-02-03T05:16:50+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"}]}