{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Model: togethercomputer/Llama-2-7B-32K-Instruct","description":"Together AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c7eafa6e-b4bd-4262-a92e-c284f11b53c6","json_url":"https://onlylabs.fyi/signals/c7eafa6e-b4bd-4262-a92e-c284f11b53c6/signal.json","generated_at":"2026-06-11T03:28:19.794788+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/c7eafa6e-b4bd-4262-a92e-c284f11b53c6","signal_json":"https://onlylabs.fyi/signals/c7eafa6e-b4bd-4262-a92e-c284f11b53c6/signal.json","source":"https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct","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/Llama-2-7B-32K-Instruct. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license llama2 · 2K HF downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct","source_host":"huggingface.co","occurred_at":"2023-08-08T20:22:27+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"llama2","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Downloads","value":"2K","source":"traction"},{"label":"Likes","value":"160","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","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://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:28:19.794788+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c7eafa6e-b4bd-4262-a92e-c284f11b53c6/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/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/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 model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","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/c7eafa6e-b4bd-4262-a92e-c284f11b53c6/signal.json","required":true},{"label":"source","url":"https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct","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/Llama-2-7B-32K-Instruct\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published model","object":"togethercomputer/Llama-2-7B-32K-Instruct","text":"Together AI published model togethercomputer/Llama-2-7B-32K-Instruct."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"is classified as","object":"model signal","text":"togethercomputer/Llama-2-7B-32K-Instruct is classified as model signal."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"belongs to","object":"releases desk","text":"togethercomputer/Llama-2-7B-32K-Instruct belongs to releases desk."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/Llama-2-7B-32K-Instruct has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has captured page count","object":"1","text":"togethercomputer/Llama-2-7B-32K-Instruct has captured page count 1."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has readable page count","object":"1","text":"togethercomputer/Llama-2-7B-32K-Instruct has readable page count 1."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has related signal count","object":"6","text":"togethercomputer/Llama-2-7B-32K-Instruct has related signal count 6."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","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/Llama-2-7B-32K-Instruct has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has source host","object":"huggingface.co","text":"togethercomputer/Llama-2-7B-32K-Instruct has source host huggingface.co."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has lab","object":"Together AI","text":"togethercomputer/Llama-2-7B-32K-Instruct has lab Together AI."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has signal desk","object":"releases","text":"togethercomputer/Llama-2-7B-32K-Instruct has signal desk releases."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has source host","object":"huggingface.co","text":"togethercomputer/Llama-2-7B-32K-Instruct has source host huggingface.co."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has task","object":"text-generation","text":"togethercomputer/Llama-2-7B-32K-Instruct has task text-generation."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has license","object":"llama2","text":"togethercomputer/Llama-2-7B-32K-Instruct has license llama2."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has library","object":"transformers","text":"togethercomputer/Llama-2-7B-32K-Instruct has library transformers."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has downloads","object":"2K","text":"togethercomputer/Llama-2-7B-32K-Instruct has downloads 2K."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has likes","object":"160","text":"togethercomputer/Llama-2-7B-32K-Instruct has likes 160."}]},"intelligence":{"signal_desk":"releases","answer":"Together AI published togethercomputer/Llama-2-7B-32K-Instruct. 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We built Llama-2-7B-32K-Instruct with less than 200 lines of Python script using [Together API](https://together.ai/blog/api-announcement), and we also make the [recipe fully available](https://github.com/togethercomputer/Llama-2-7B-32K-Instruct). We hope that this can enable everyone to finetune their own version of [Llama-2-7B-32K](https://huggingface.co/togethercomputer/Llama-2-7B-32K) — play with [Together API](https://together.ai/blog/api-announcement) and give us feedback! Data Collection Details Llama-2-7B-32K-Instruct is fine-tuned over a combination of two parts: 1. **19K single- and multi-round conversations generated by human instructions and [Llama-2-70B-Chat](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf) outputs**. We collected the dataset following the distillation paradigm that is used by Alpaca, Vicuna,..."},"evidence_pages":[{"url":"https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct/raw/main/README.md","final_url":"https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct/raw/main/README.md","title":"togethercomputer/Llama-2-7B-32K-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:19.794788+00:00","bytes":7161,"raw_path":"ba2100f451f642250ace6bfc70d48a33494fae50cb1fe231bcaf991ae066313a.md","content_hash":"eee58a26bdf6ffa3c564aec1d4e309b340dc6b1a870a1d6fa7b8be2af3a72948","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: llama2 language: - en library_name: transformers datasets: - togethercomputer/llama-instruct --- Llama-2-7B-32K-Instruct Model Description Llama-2-7B-32K-Instruct is an open-source, long-context chat model finetuned from [Llama-2-7B-32K](https://huggingface.co/togethercomputer/Llama-2-7B-32K), over high-quality instruction and chat data. We built Llama-2-7B-32K-Instruct with less than 200 lines of Python script using [Together API](https://together.ai/blog/api-announcement), and we also make the [recipe fully available](https://github.com/togethercomputer/Llama-2-7B-32K-Instruct). We hope that this can enable everyone to finetune their own version of [Llama-2-7B-32K](https://huggingface.co/togethercomputer/Llama-2-7B-32K) — play with [Together API](https://together.ai/blog/api-announcement) and give us feedback! Data Collection Details Llama-2-7B-32K-Instruct is fine-tuned over a combination of two parts: 1. **19K single- and multi-round conversations generated by human instructions and [Llama-2-70B-Chat](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf) outputs**. We collected the dataset following the distillation paradigm that is used by Alpaca, Vicuna,..."}],"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"}]}