{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Repo: togethercomputer/post-training-cookbook","description":"Together AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ee58c2c2-28d7-4f0b-a62a-3d45138abd98","json_url":"https://onlylabs.fyi/signals/ee58c2c2-28d7-4f0b-a62a-3d45138abd98/signal.json","generated_at":"2026-10-24T20:18:55.909Z","evidence_latest_fetched_at":"2026-10-13T07:03:56.19374+00:00","signal_first_seen_at":"2026-10-13T07:01:03.185043+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/ee58c2c2-28d7-4f0b-a62a-3d45138abd98","signal_json":"https://onlylabs.fyi/signals/ee58c2c2-28d7-4f0b-a62a-3d45138abd98/signal.json","source":"https://github.com/togethercomputer/post-training-cookbook","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/post-training-cookbook (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/post-training-cookbook · 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/post-training-cookbook","source_host":"github.com","occurred_at":"2026-10-12T19:39:56+00:00","first_seen_at":"2026-10-13T07:01:03.185043+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/post-training-cookbook","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"7","source":"traction"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/post-training-cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-13T07:03:56.19374+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ee58c2c2-28d7-4f0b-a62a-3d45138abd98/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/ee58c2c2-28d7-4f0b-a62a-3d45138abd98/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/post-training-cookbook","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/post-training-cookbook\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/post-training-cookbook","text":"Together AI published repo togethercomputer/post-training-cookbook."},{"subject":"togethercomputer/post-training-cookbook","predicate":"is classified as","object":"repo signal","text":"togethercomputer/post-training-cookbook is classified as repo signal."},{"subject":"togethercomputer/post-training-cookbook","predicate":"belongs to","object":"repos desk","text":"togethercomputer/post-training-cookbook belongs to repos desk."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has context","object":"Python","text":"togethercomputer/post-training-cookbook has context Python."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/post-training-cookbook has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has captured page count","object":"1","text":"togethercomputer/post-training-cookbook has captured page count 1."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has readable page count","object":"1","text":"togethercomputer/post-training-cookbook has readable page count 1."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has related signal count","object":"6","text":"togethercomputer/post-training-cookbook has related signal count 6."},{"subject":"togethercomputer/post-training-cookbook","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/post-training-cookbook 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/post-training-cookbook","predicate":"has source host","object":"github.com","text":"togethercomputer/post-training-cookbook has source host github.com."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has lab","object":"Together AI","text":"togethercomputer/post-training-cookbook has lab Together AI."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has signal desk","object":"repos","text":"togethercomputer/post-training-cookbook has signal desk repos."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has source host","object":"github.com","text":"togethercomputer/post-training-cookbook has source host github.com."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has repository","object":"togethercomputer/post-training-cookbook","text":"togethercomputer/post-training-cookbook has repository togethercomputer/post-training-cookbook."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has language","object":"Python","text":"togethercomputer/post-training-cookbook has language Python."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has stars","object":"7","text":"togethercomputer/post-training-cookbook has stars 7."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/post-training-cookbook has watch term Data pipeline."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/post-training-cookbook has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Together AI published togethercomputer/post-training-cookbook (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/post-training-cookbook · 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/post-training-cookbook","text":"Together AI published repo togethercomputer/post-training-cookbook."},{"subject":"togethercomputer/post-training-cookbook","predicate":"is classified as","object":"repo signal","text":"togethercomputer/post-training-cookbook is classified as repo signal."},{"subject":"togethercomputer/post-training-cookbook","predicate":"belongs to","object":"repos desk","text":"togethercomputer/post-training-cookbook belongs to repos desk."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has context","object":"Python","text":"togethercomputer/post-training-cookbook has context Python."},{"subject":"togethercomputer/post-training-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/post-training-cookbook has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ee58c2c2-28d7-4f0b-a62a-3d45138abd98","url":"https://onlylabs.fyi/signals/ee58c2c2-28d7-4f0b-a62a-3d45138abd98","json_url":"https://onlylabs.fyi/signals/ee58c2c2-28d7-4f0b-a62a-3d45138abd98/signal.json","source_url":"https://github.com/togethercomputer/post-training-cookbook","title":"togethercomputer/post-training-cookbook","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":"2026-10-12T19:39:56+00:00","first_seen_at":"2026-10-13T07:01:03.185043+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/post-training-cookbook"]},"facets":{"repo":"togethercomputer/post-training-cookbook","language":"Python"},"traction":{"github_stars":7,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/togethercomputer/post-training-cookbook","final_url":"https://github.com/togethercomputer/post-training-cookbook","title":"togethercomputer/post-training-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-13T07:03:56.19374+00:00","bytes":13967,"raw_path":"d2d68d95c18d5ec08f76ce6164ec7ea749f1f3fefbeadff6ddbb270165d7f180.json","content_hash":"2782b358eb5ffc76b3b19011042386e67daca7c1438a86150a83a2a56cb7af29","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/post-training-cookbook Description: Recipes with Together Post-Training Language: Python License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-10-12T19:39:56Z Pushed: 2026-10-13T04:26:50Z Default branch: main Fork: no Archived: no README: Post Training Cookbook Training recipes for Together Post Training. Documentation See the [Together Post Training documentation](https://docs.together.ai/docs/post-training) for quickstarts, concepts, the SDK reference, and deployment guides. Install ```bash uv sync --locked ``` Set environment variables: ```bash export TOGETHER_API_KEY=... export HF_TOKEN=... # for gated models export WANDB_API_KEY=... # optional ``` Quick start **New to the service?** Open a notebook: - `notebooks/grpo_example.ipynb` — GRPO training on GSM8K - `notebooks/sft_example.ipynb` — Supervised fine-tuning - `notebooks/multi_lora_example.ipynb` — Multi-LoRA: two adapter sessions sharing one model resource Add a notebook kernel with `uv sync --locked --group notebooks`, then open the file in an IDE. **Running experiments?** Use a recipe: ```bash GRPO on GSM8K uv run python recipes/grpo/gsm8k.py List each model's supported GPU types, modes,..."},"evidence_pages":[],"related_signals":[{"id":"8450e062-f90c-4a6e-936d-8ed7a943d44d","url":"https://onlylabs.fyi/signals/8450e062-f90c-4a6e-936d-8ed7a943d44d","source_url":"https://github.com/togethercomputer/HybridAgent","title":"togethercomputer/HybridAgent","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-10-09T02:59:46+00:00","first_seen_at":"2026-10-13T07:01:03.185043+00:00","date_source":"source"},{"id":"20d2e601-0456-4f76-b5b3-aa22b31c0361","url":"https://onlylabs.fyi/signals/20d2e601-0456-4f76-b5b3-aa22b31c0361","source_url":"https://github.com/togethercomputer/tev1","title":"togethercomputer/tev1","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-09-23T17:39:43+00:00","first_seen_at":"2026-09-24T07:00:57.091741+00:00","date_source":"source"},{"id":"279e7297-87a8-4410-94b9-b31f6b6a94c7","url":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7","source_url":"https://github.com/togethercomputer/oss-digest","title":"togethercomputer/oss-digest","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-07T23:14:51+00:00","first_seen_at":"2026-08-08T07:00:52.227105+00:00","date_source":"source"},{"id":"8c10a6e8-4316-4a42-b499-437be1d649d5","url":"https://onlylabs.fyi/signals/8c10a6e8-4316-4a42-b499-437be1d649d5","source_url":"https://github.com/togethercomputer/together-higgsfield-wan-service","title":"togethercomputer/together-higgsfield-wan-service","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-28T22:49:32+00:00","first_seen_at":"2026-07-29T07:01:47.896225+00:00","date_source":"source"},{"id":"3bb765b8-e1c4-420e-b0a7-9c59b6daeb5c","url":"https://onlylabs.fyi/signals/3bb765b8-e1c4-420e-b0a7-9c59b6daeb5c","source_url":"https://github.com/togethercomputer/hello-world","title":"togethercomputer/hello-world","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-22T22:16:09+00:00","first_seen_at":"2026-07-23T07:00:57.627793+00:00","date_source":"source"},{"id":"ac01c0fd-35b6-4d55-a97c-963f3e0943c7","url":"https://onlylabs.fyi/signals/ac01c0fd-35b6-4d55-a97c-963f3e0943c7","source_url":"https://github.com/togethercomputer/abacus-game","title":"togethercomputer/abacus-game","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-15T09:30:53+00:00","first_seen_at":"2026-07-16T07:01:47.199769+00:00","date_source":"source"}]}