{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Repo: togethercomputer/Llama-2-7B-32K-Instruct","description":"Together AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e","json_url":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e/signal.json","generated_at":"2026-06-11T04:10:05.546252+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/289b249a-3642-4051-820f-313e3073942e","signal_json":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e/signal.json","source":"https://github.com/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Together AI published togethercomputer/Llama-2-7B-32K-Instruct (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo togethercomputer/Llama-2-7B-32K-Instruct · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/togethercomputer/Llama-2-7B-32K-Instruct","source_host":"github.com","occurred_at":"2023-08-14T21:18:51+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"togethercomputer/Llama-2-7B-32K-Instruct","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"84","source":"traction"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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://github.com/togethercomputer/Llama-2-7B-32K-Instruct"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:05.546252+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e/signal.json","required":true},{"label":"source","url":"https://github.com/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":null,"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 repo signal \"togethercomputer/Llama-2-7B-32K-Instruct\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/Llama-2-7B-32K-Instruct","text":"Together AI published repo togethercomputer/Llama-2-7B-32K-Instruct."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"is classified as","object":"repo signal","text":"togethercomputer/Llama-2-7B-32K-Instruct is classified as repo signal."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"belongs to","object":"repos desk","text":"togethercomputer/Llama-2-7B-32K-Instruct belongs to repos desk."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has context","object":"Python","text":"togethercomputer/Llama-2-7B-32K-Instruct has context Python."},{"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 new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"togethercomputer/Llama-2-7B-32K-Instruct has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has source host","object":"github.com","text":"togethercomputer/Llama-2-7B-32K-Instruct has source host github.com."},{"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":"repos","text":"togethercomputer/Llama-2-7B-32K-Instruct has signal desk repos."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has source host","object":"github.com","text":"togethercomputer/Llama-2-7B-32K-Instruct has source host github.com."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has repository","object":"togethercomputer/Llama-2-7B-32K-Instruct","text":"togethercomputer/Llama-2-7B-32K-Instruct has repository togethercomputer/Llama-2-7B-32K-Instruct."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has language","object":"Python","text":"togethercomputer/Llama-2-7B-32K-Instruct has language Python."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has stars","object":"84","text":"togethercomputer/Llama-2-7B-32K-Instruct has stars 84."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/Llama-2-7B-32K-Instruct has watch term Data pipeline."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/Llama-2-7B-32K-Instruct has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Together AI published togethercomputer/Llama-2-7B-32K-Instruct (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo togethercomputer/Llama-2-7B-32K-Instruct · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/Llama-2-7B-32K-Instruct","text":"Together AI published repo togethercomputer/Llama-2-7B-32K-Instruct."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"is classified as","object":"repo signal","text":"togethercomputer/Llama-2-7B-32K-Instruct is classified as repo signal."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"belongs to","object":"repos desk","text":"togethercomputer/Llama-2-7B-32K-Instruct belongs to repos desk."},{"subject":"togethercomputer/Llama-2-7B-32K-Instruct","predicate":"has context","object":"Python","text":"togethercomputer/Llama-2-7B-32K-Instruct has context Python."},{"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."}]},"signal":{"id":"289b249a-3642-4051-820f-313e3073942e","url":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e","json_url":"https://onlylabs.fyi/signals/289b249a-3642-4051-820f-313e3073942e/signal.json","source_url":"https://github.com/togethercomputer/Llama-2-7B-32K-Instruct","title":"togethercomputer/Llama-2-7B-32K-Instruct","summary":"Together AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2023-08-14T21:18:51+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","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://github.com/togethercomputer/Llama-2-7B-32K-Instruct"]},"facets":{"repo":"togethercomputer/Llama-2-7B-32K-Instruct","language":"Python"},"traction":{"github_stars":84,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/togethercomputer/Llama-2-7B-32K-Instruct","final_url":"https://github.com/togethercomputer/Llama-2-7B-32K-Instruct","title":"togethercomputer/Llama-2-7B-32K-Instruct repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:05.546252+00:00","bytes":18349,"raw_path":"e626b77cd7d0b04293ce8869167a14850919833eb9493b580bb729130f782d1e.json","content_hash":"53abdffdc9fbc10124512c9465a2407e0c88f77b5e32f9103def2eb3fda630d9","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/Llama-2-7B-32K-Instruct Language: Python License: Apache-2.0 Stars: 84 Forks: 5 Open issues: 3 Created: 2023-08-14T21:18:51Z Pushed: 2023-08-18T15:59:11Z Default branch: main Fork: no Archived: no README: Building Llama-2-7B-32K-Instruct Using Together API In our [blog post](https://together.ai/blog/llama-2-7b-32k-instruct), we released the [Llama-2-7B-32K-Instruct](https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct) model finetuned using [Together API](https://together.ai/blog/api-announcement). In this repo, we share the complete recipe. We encourage you to try out [Together API](https://together.ai/blog/api-announcement) and give us feedbacks! The fine-tuning process is carried out in four simple steps: `Distill`, `Train`, `Test` and `Deploy`. (Step I) - Distill Llama-2-7B-32K-Instruct is fine-tuned over a combination of two data sources: 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](https://crfm.stanford.edu/2023/03/13/alpaca.html),..."},"evidence_pages":[{"url":"https://github.com/togethercomputer/Llama-2-7B-32K-Instruct","final_url":"https://github.com/togethercomputer/Llama-2-7B-32K-Instruct","title":"togethercomputer/Llama-2-7B-32K-Instruct repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:05.546252+00:00","bytes":18349,"raw_path":"e626b77cd7d0b04293ce8869167a14850919833eb9493b580bb729130f782d1e.json","content_hash":"53abdffdc9fbc10124512c9465a2407e0c88f77b5e32f9103def2eb3fda630d9","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/Llama-2-7B-32K-Instruct Language: Python License: Apache-2.0 Stars: 84 Forks: 5 Open issues: 3 Created: 2023-08-14T21:18:51Z Pushed: 2023-08-18T15:59:11Z Default branch: main Fork: no Archived: no README: Building Llama-2-7B-32K-Instruct Using Together API In our [blog post](https://together.ai/blog/llama-2-7b-32k-instruct), we released the [Llama-2-7B-32K-Instruct](https://huggingface.co/togethercomputer/Llama-2-7B-32K-Instruct) model finetuned using [Together API](https://together.ai/blog/api-announcement). In this repo, we share the complete recipe. We encourage you to try out [Together API](https://together.ai/blog/api-announcement) and give us feedbacks! The fine-tuning process is carried out in four simple steps: `Distill`, `Train`, `Test` and `Deploy`. (Step I) - Distill Llama-2-7B-32K-Instruct is fine-tuned over a combination of two data sources: 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](https://crfm.stanford.edu/2023/03/13/alpaca.html),..."}],"related_signals":[{"id":"0413a558-9c7b-4220-bf92-34bcbce16a0f","url":"https://onlylabs.fyi/signals/0413a558-9c7b-4220-bf92-34bcbce16a0f","source_url":"https://github.com/togethercomputer/archipelago","title":"togethercomputer/archipelago","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-29T00:15:21+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"0854485e-65c6-489c-b097-9d8051e24014","url":"https://onlylabs.fyi/signals/0854485e-65c6-489c-b097-9d8051e24014","source_url":"https://github.com/togethercomputer/SearchScales","title":"togethercomputer/SearchScales","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-13T21:44:06+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"9eede573-8159-495b-bba8-7c5320a57d08","url":"https://onlylabs.fyi/signals/9eede573-8159-495b-bba8-7c5320a57d08","source_url":"https://github.com/togethercomputer/saw-int4","title":"togethercomputer/saw-int4","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-13T20:42:59+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"5fee041b-cb44-48ef-88fc-5965d92ed015","url":"https://onlylabs.fyi/signals/5fee041b-cb44-48ef-88fc-5965d92ed015","source_url":"https://github.com/togethercomputer/skills","title":"togethercomputer/skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-31T18:07:13+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"05c70378-c6ad-4625-9f81-2e2d366e11cc","url":"https://onlylabs.fyi/signals/05c70378-c6ad-4625-9f81-2e2d366e11cc","source_url":"https://github.com/togethercomputer/xorl-wheels","title":"togethercomputer/xorl-wheels","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-26T20:01:49+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"f6ebcf40-10af-412c-a1a2-9f05742d7fb0","url":"https://onlylabs.fyi/signals/f6ebcf40-10af-412c-a1a2-9f05742d7fb0","source_url":"https://github.com/togethercomputer/aurora","title":"togethercomputer/aurora","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-23T01:13:29+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"}]}