{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Repo: togethercomputer/finetuning","description":"Together AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3869ef98-30a2-4d2c-b189-4951b28ca452","json_url":"https://onlylabs.fyi/signals/3869ef98-30a2-4d2c-b189-4951b28ca452/signal.json","generated_at":"2026-06-11T04:10:04.155533+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/3869ef98-30a2-4d2c-b189-4951b28ca452","signal_json":"https://onlylabs.fyi/signals/3869ef98-30a2-4d2c-b189-4951b28ca452/signal.json","source":"https://github.com/togethercomputer/finetuning","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/finetuning (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/finetuning · language Python · Moderate stars for finetuning repo from together-ai.. 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/finetuning","source_host":"github.com","occurred_at":"2024-07-11T01:24:43+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/finetuning","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"118","source":"traction"},{"label":"Notability","value":"Moderate stars for finetuning repo from together-ai.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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://github.com/togethercomputer/finetuning"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:04.155533+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3869ef98-30a2-4d2c-b189-4951b28ca452/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/3869ef98-30a2-4d2c-b189-4951b28ca452/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/finetuning","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/finetuning\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/finetuning","text":"Together AI published repo togethercomputer/finetuning."},{"subject":"togethercomputer/finetuning","predicate":"is classified as","object":"repo signal","text":"togethercomputer/finetuning is classified as repo signal."},{"subject":"togethercomputer/finetuning","predicate":"belongs to","object":"repos desk","text":"togethercomputer/finetuning belongs to repos desk."},{"subject":"togethercomputer/finetuning","predicate":"has context","object":"Python","text":"togethercomputer/finetuning has context Python."},{"subject":"togethercomputer/finetuning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/finetuning has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/finetuning","predicate":"has captured page count","object":"1","text":"togethercomputer/finetuning has captured page count 1."},{"subject":"togethercomputer/finetuning","predicate":"has readable page count","object":"1","text":"togethercomputer/finetuning has readable page count 1."},{"subject":"togethercomputer/finetuning","predicate":"has related signal count","object":"6","text":"togethercomputer/finetuning has related signal count 6."},{"subject":"togethercomputer/finetuning","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/finetuning 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/finetuning","predicate":"has source host","object":"github.com","text":"togethercomputer/finetuning has source host github.com."},{"subject":"togethercomputer/finetuning","predicate":"has lab","object":"Together AI","text":"togethercomputer/finetuning has lab Together AI."},{"subject":"togethercomputer/finetuning","predicate":"has signal desk","object":"repos","text":"togethercomputer/finetuning has signal desk repos."},{"subject":"togethercomputer/finetuning","predicate":"has source host","object":"github.com","text":"togethercomputer/finetuning has source host github.com."},{"subject":"togethercomputer/finetuning","predicate":"has repository","object":"togethercomputer/finetuning","text":"togethercomputer/finetuning has repository togethercomputer/finetuning."},{"subject":"togethercomputer/finetuning","predicate":"has language","object":"Python","text":"togethercomputer/finetuning has language Python."},{"subject":"togethercomputer/finetuning","predicate":"has stars","object":"118","text":"togethercomputer/finetuning has stars 118."},{"subject":"togethercomputer/finetuning","predicate":"has notability","object":"Moderate stars for finetuning repo from together-ai.","text":"togethercomputer/finetuning has notability Moderate stars for finetuning repo from together-ai.."},{"subject":"togethercomputer/finetuning","predicate":"has watch term","object":"Eval methodology","text":"togethercomputer/finetuning has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Together AI published togethercomputer/finetuning (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/finetuning · language Python · Moderate stars for finetuning repo from together-ai.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/finetuning","text":"Together AI published repo togethercomputer/finetuning."},{"subject":"togethercomputer/finetuning","predicate":"is classified as","object":"repo signal","text":"togethercomputer/finetuning is classified as repo signal."},{"subject":"togethercomputer/finetuning","predicate":"belongs to","object":"repos desk","text":"togethercomputer/finetuning belongs to repos desk."},{"subject":"togethercomputer/finetuning","predicate":"has context","object":"Python","text":"togethercomputer/finetuning has context Python."},{"subject":"togethercomputer/finetuning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/finetuning has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3869ef98-30a2-4d2c-b189-4951b28ca452","url":"https://onlylabs.fyi/signals/3869ef98-30a2-4d2c-b189-4951b28ca452","json_url":"https://onlylabs.fyi/signals/3869ef98-30a2-4d2c-b189-4951b28ca452/signal.json","source_url":"https://github.com/togethercomputer/finetuning","title":"togethercomputer/finetuning","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":"2024-07-11T01:24:43+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/finetuning"]},"facets":{"repo":"togethercomputer/finetuning","language":"Python"},"traction":{"github_stars":118,"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/finetuning","final_url":"https://github.com/togethercomputer/finetuning","title":"togethercomputer/finetuning repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:04.155533+00:00","bytes":9679,"raw_path":"6ee48f414919dc64de6bd5a0c16d798f346b0eb655fcf909f830362c7ead5a78.json","content_hash":"d759e4959d7b6a124e23ccf41380cbae0db8de9d4f717c5e4bba4668d1d13082","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/finetuning Description: Finetune Llama-3-8b on the MathInstruct dataset Language: Python Stars: 118 Forks: 26 Open issues: 1 Created: 2024-07-11T01:24:43Z Pushed: 2024-10-17T22:17:44Z Default branch: main Fork: no Archived: no README: Finetuning Llama-3 on your own data This repo gives you the code to fine-tune Llama-3 on your own data. In this example, we'll be finetuning on 500 pieces of data from the [Math Instruct dataset](https://huggingface.co/datasets/TIGER-Lab/MathInstruct) from TIGER-Lab. LLMs are known for not being the best at complex multi-step math problems so we want to fine-tune an LLM on some of these problems and see how well it does. We'll go through data cleaning, uploading your dataset, fine-tuning LLama-3-8B on it, then running evals to show the accuracy vs the base model. Fine-tuning will happen on Together and costs $5 with the current pricing. Fine-tuning Llama-3 on MathInstruct 1. Make an account at [Together AI](https://www.together.ai/) and save your API key as an OS variable called `TOGETHER_API_KEY`. 2. Install the Together AI python library by running `pip install together`. 3. [Optional] Make an account with Weights and Biases and..."},"evidence_pages":[{"url":"https://github.com/togethercomputer/finetuning","final_url":"https://github.com/togethercomputer/finetuning","title":"togethercomputer/finetuning repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:04.155533+00:00","bytes":9679,"raw_path":"6ee48f414919dc64de6bd5a0c16d798f346b0eb655fcf909f830362c7ead5a78.json","content_hash":"d759e4959d7b6a124e23ccf41380cbae0db8de9d4f717c5e4bba4668d1d13082","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/finetuning Description: Finetune Llama-3-8b on the MathInstruct dataset Language: Python Stars: 118 Forks: 26 Open issues: 1 Created: 2024-07-11T01:24:43Z Pushed: 2024-10-17T22:17:44Z Default branch: main Fork: no Archived: no README: Finetuning Llama-3 on your own data This repo gives you the code to fine-tune Llama-3 on your own data. In this example, we'll be finetuning on 500 pieces of data from the [Math Instruct dataset](https://huggingface.co/datasets/TIGER-Lab/MathInstruct) from TIGER-Lab. LLMs are known for not being the best at complex multi-step math problems so we want to fine-tune an LLM on some of these problems and see how well it does. We'll go through data cleaning, uploading your dataset, fine-tuning LLama-3-8B on it, then running evals to show the accuracy vs the base model. Fine-tuning will happen on Together and costs $5 with the current pricing. Fine-tuning Llama-3 on MathInstruct 1. Make an account at [Together AI](https://www.together.ai/) and save your API key as an OS variable called `TOGETHER_API_KEY`. 2. Install the Together AI python library by running `pip install together`. 3. [Optional] Make an account with Weights and Biases and..."}],"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"}]}