{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Repo: togethercomputer/OpenDataHub","description":"Together AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/e11015a5-ee72-4794-aa44-fa02cbf319fe","json_url":"https://onlylabs.fyi/signals/e11015a5-ee72-4794-aa44-fa02cbf319fe/signal.json","generated_at":"2026-06-11T04:10:06.301766+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/e11015a5-ee72-4794-aa44-fa02cbf319fe","signal_json":"https://onlylabs.fyi/signals/e11015a5-ee72-4794-aa44-fa02cbf319fe/signal.json","source":"https://github.com/togethercomputer/OpenDataHub","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/OpenDataHub. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo togethercomputer/OpenDataHub · togethercomputer/OpenDataHub Stars: 128 Forks: 32 Open issues: 14 Created: 2023-02-13T18:22:17Z Pushed: 2023-04-26T23:49:43Z Default branch: main Fork: no Archived: no.... 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/OpenDataHub","source_host":"github.com","occurred_at":"2023-02-13T18:22:17+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","context":null},"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/OpenDataHub","source":"source"},{"label":"Stars","value":"128","source":"traction"},{"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/OpenDataHub"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:06.301766+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e11015a5-ee72-4794-aa44-fa02cbf319fe/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/e11015a5-ee72-4794-aa44-fa02cbf319fe/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/OpenDataHub","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/OpenDataHub\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/OpenDataHub","text":"Together AI published repo togethercomputer/OpenDataHub."},{"subject":"togethercomputer/OpenDataHub","predicate":"is classified as","object":"repo signal","text":"togethercomputer/OpenDataHub is classified as repo signal."},{"subject":"togethercomputer/OpenDataHub","predicate":"belongs to","object":"repos desk","text":"togethercomputer/OpenDataHub belongs to repos desk."},{"subject":"togethercomputer/OpenDataHub","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/OpenDataHub has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/OpenDataHub","predicate":"has captured page count","object":"1","text":"togethercomputer/OpenDataHub has captured page count 1."},{"subject":"togethercomputer/OpenDataHub","predicate":"has readable page count","object":"1","text":"togethercomputer/OpenDataHub has readable page count 1."},{"subject":"togethercomputer/OpenDataHub","predicate":"has related signal count","object":"6","text":"togethercomputer/OpenDataHub has related signal count 6."},{"subject":"togethercomputer/OpenDataHub","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/OpenDataHub 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/OpenDataHub","predicate":"has source host","object":"github.com","text":"togethercomputer/OpenDataHub has source host github.com."},{"subject":"togethercomputer/OpenDataHub","predicate":"has lab","object":"Together AI","text":"togethercomputer/OpenDataHub has lab Together AI."},{"subject":"togethercomputer/OpenDataHub","predicate":"has signal desk","object":"repos","text":"togethercomputer/OpenDataHub has signal desk repos."},{"subject":"togethercomputer/OpenDataHub","predicate":"has source host","object":"github.com","text":"togethercomputer/OpenDataHub has source host github.com."},{"subject":"togethercomputer/OpenDataHub","predicate":"has repository","object":"togethercomputer/OpenDataHub","text":"togethercomputer/OpenDataHub has repository togethercomputer/OpenDataHub."},{"subject":"togethercomputer/OpenDataHub","predicate":"has stars","object":"128","text":"togethercomputer/OpenDataHub has stars 128."},{"subject":"togethercomputer/OpenDataHub","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/OpenDataHub has watch term Data pipeline."},{"subject":"togethercomputer/OpenDataHub","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/OpenDataHub has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Together AI published togethercomputer/OpenDataHub. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo togethercomputer/OpenDataHub · togethercomputer/OpenDataHub Stars: 128 Forks: 32 Open issues: 14 Created: 2023-02-13T18:22:17Z Pushed: 2023-04-26T23:49:43Z Default branch: main Fork: no Archived: no.... onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/OpenDataHub","text":"Together AI published repo togethercomputer/OpenDataHub."},{"subject":"togethercomputer/OpenDataHub","predicate":"is classified as","object":"repo signal","text":"togethercomputer/OpenDataHub is classified as repo signal."},{"subject":"togethercomputer/OpenDataHub","predicate":"belongs to","object":"repos desk","text":"togethercomputer/OpenDataHub belongs to repos desk."},{"subject":"togethercomputer/OpenDataHub","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/OpenDataHub has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e11015a5-ee72-4794-aa44-fa02cbf319fe","url":"https://onlylabs.fyi/signals/e11015a5-ee72-4794-aa44-fa02cbf319fe","json_url":"https://onlylabs.fyi/signals/e11015a5-ee72-4794-aa44-fa02cbf319fe/signal.json","source_url":"https://github.com/togethercomputer/OpenDataHub","title":"togethercomputer/OpenDataHub","summary":"Together AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2023-02-13T18:22:17+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/OpenDataHub"]},"facets":{"repo":"togethercomputer/OpenDataHub"},"traction":{"github_stars":128,"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/OpenDataHub","final_url":"https://github.com/togethercomputer/OpenDataHub","title":"togethercomputer/OpenDataHub repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:06.301766+00:00","bytes":10900,"raw_path":"b401abd3695a982faf43854db1ad12ea4deb7e4dc763c5e401e6c7858598f493.json","content_hash":"798910e18b11da3b44a386adde07da71500c193b3aa150375e7a67f69fda2642","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/OpenDataHub Stars: 128 Forks: 32 Open issues: 14 Created: 2023-02-13T18:22:17Z Pushed: 2023-04-26T23:49:43Z Default branch: main Fork: no Archived: no README: OpenDataHub This repository contains the current snapshot of the OpenChatKit bot. You can find all training data in `data`, the hyperparameters used for training in `training.yaml`, training log in `training_log`, and the pointer to the model at `model.yaml`. You can find in different branches different specialized versions of this bot. You can make it better by contributing data! Data Model How should we think about the training data for OpenChatKit bots? A _training set_ is a _set_ of _slices_, where each _slice_ contains a set of (input, output) pairs. Each slice corresponds to one file in the `data` folder. For example, if the data folder contains ``` data |- pile.yaml |- soda.yaml ``` during training, the training set will contain the union of both `pile` and `soda`. Note that different slices can be weighted differently, which will be specified in the file `training.yaml` (see \"Model Training\" for details) Data Format You can provide data in various formats. 1. You can provide a collection of..."},"evidence_pages":[{"url":"https://github.com/togethercomputer/OpenDataHub","final_url":"https://github.com/togethercomputer/OpenDataHub","title":"togethercomputer/OpenDataHub repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:06.301766+00:00","bytes":10900,"raw_path":"b401abd3695a982faf43854db1ad12ea4deb7e4dc763c5e401e6c7858598f493.json","content_hash":"798910e18b11da3b44a386adde07da71500c193b3aa150375e7a67f69fda2642","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/OpenDataHub Stars: 128 Forks: 32 Open issues: 14 Created: 2023-02-13T18:22:17Z Pushed: 2023-04-26T23:49:43Z Default branch: main Fork: no Archived: no README: OpenDataHub This repository contains the current snapshot of the OpenChatKit bot. You can find all training data in `data`, the hyperparameters used for training in `training.yaml`, training log in `training_log`, and the pointer to the model at `model.yaml`. You can find in different branches different specialized versions of this bot. You can make it better by contributing data! Data Model How should we think about the training data for OpenChatKit bots? A _training set_ is a _set_ of _slices_, where each _slice_ contains a set of (input, output) pairs. Each slice corresponds to one file in the `data` folder. For example, if the data folder contains ``` data |- pile.yaml |- soda.yaml ``` during training, the training set will contain the union of both `pile` and `soda`. Note that different slices can be weighted differently, which will be specified in the file `training.yaml` (see \"Model Training\" for details) Data Format You can provide data in various formats. 1. 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