{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Fork: togethercomputer/accelerate","description":"Together AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e","json_url":"https://onlylabs.fyi/signals/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e/signal.json","generated_at":"2026-06-11T03:01:57.599107+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/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e","signal_json":"https://onlylabs.fyi/signals/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e/signal.json","source":"https://github.com/togethercomputer/accelerate","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/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Together AI forked togethercomputer/accelerate (forked from huggingface/accelerate). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/accelerate · parent huggingface/accelerate · Routine fork, no notable traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/togethercomputer/accelerate","source_host":"github.com","occurred_at":"2024-10-09T18:27:48+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","context":"forked from huggingface/accelerate"},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"togethercomputer/accelerate","source":"source"},{"label":"Parent","value":"huggingface/accelerate","source":"source"},{"label":"Notability","value":"Routine fork, no notable traction","source":"signal"},{"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/accelerate"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:01:57.599107+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e/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/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/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 fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","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/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/accelerate","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/forks/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 fork signal \"togethercomputer/accelerate\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/accelerate","text":"Together AI forked togethercomputer/accelerate."},{"subject":"togethercomputer/accelerate","predicate":"is classified as","object":"fork signal","text":"togethercomputer/accelerate is classified as fork signal."},{"subject":"togethercomputer/accelerate","predicate":"belongs to","object":"forks desk","text":"togethercomputer/accelerate belongs to forks desk."},{"subject":"togethercomputer/accelerate","predicate":"has context","object":"forked from huggingface/accelerate","text":"togethercomputer/accelerate has context forked from huggingface/accelerate."},{"subject":"togethercomputer/accelerate","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/accelerate has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/accelerate","predicate":"has captured page count","object":"1","text":"togethercomputer/accelerate has captured page count 1."},{"subject":"togethercomputer/accelerate","predicate":"has readable page count","object":"1","text":"togethercomputer/accelerate has readable page count 1."},{"subject":"togethercomputer/accelerate","predicate":"has related signal count","object":"6","text":"togethercomputer/accelerate has related signal count 6."},{"subject":"togethercomputer/accelerate","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"togethercomputer/accelerate has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"togethercomputer/accelerate","predicate":"has source host","object":"github.com","text":"togethercomputer/accelerate has source host github.com."},{"subject":"togethercomputer/accelerate","predicate":"has lab","object":"Together AI","text":"togethercomputer/accelerate has lab Together AI."},{"subject":"togethercomputer/accelerate","predicate":"has signal desk","object":"forks","text":"togethercomputer/accelerate has signal desk forks."},{"subject":"togethercomputer/accelerate","predicate":"has source host","object":"github.com","text":"togethercomputer/accelerate has source host github.com."},{"subject":"togethercomputer/accelerate","predicate":"has repository","object":"togethercomputer/accelerate","text":"togethercomputer/accelerate has repository togethercomputer/accelerate."},{"subject":"togethercomputer/accelerate","predicate":"has parent","object":"huggingface/accelerate","text":"togethercomputer/accelerate has parent huggingface/accelerate."},{"subject":"togethercomputer/accelerate","predicate":"has notability","object":"Routine fork, no notable traction","text":"togethercomputer/accelerate has notability Routine fork, no notable traction."},{"subject":"togethercomputer/accelerate","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/accelerate has watch term Data pipeline."},{"subject":"togethercomputer/accelerate","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/accelerate has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Together AI forked togethercomputer/accelerate (forked from huggingface/accelerate). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/accelerate · parent huggingface/accelerate · Routine fork, no notable traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/accelerate","text":"Together AI forked togethercomputer/accelerate."},{"subject":"togethercomputer/accelerate","predicate":"is classified as","object":"fork signal","text":"togethercomputer/accelerate is classified as fork signal."},{"subject":"togethercomputer/accelerate","predicate":"belongs to","object":"forks desk","text":"togethercomputer/accelerate belongs to forks desk."},{"subject":"togethercomputer/accelerate","predicate":"has context","object":"forked from huggingface/accelerate","text":"togethercomputer/accelerate has context forked from huggingface/accelerate."},{"subject":"togethercomputer/accelerate","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/accelerate has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bd1d30d9-e0de-46f3-89b2-f3e1b45c550e","url":"https://onlylabs.fyi/signals/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e","json_url":"https://onlylabs.fyi/signals/bd1d30d9-e0de-46f3-89b2-f3e1b45c550e/signal.json","source_url":"https://github.com/togethercomputer/accelerate","title":"togethercomputer/accelerate","summary":"Together AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from huggingface/accelerate","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2024-10-09T18:27:48+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/accelerate"]},"facets":{"repo":"togethercomputer/accelerate","parent":"huggingface/accelerate"},"traction":{"github_stars":0,"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/accelerate","final_url":"https://github.com/togethercomputer/accelerate","title":"togethercomputer/accelerate repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:01:57.599107+00:00","bytes":36528,"raw_path":"18e268e08527f2b9345876722a9631fd6e800ba56115f7ed4361b852318a77fe.json","content_hash":"af42b04033a44fb31b233f5e54d69ae51c099605f3a7ca5126064ef7411cc1df","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/accelerate Description: 🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 1 Created: 2024-10-09T18:27:48Z Pushed: 2024-10-17T20:34:11Z Default branch: main Fork: yes Parent repository: huggingface/accelerate Archived: no README: <!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> <p align=\"center\"> <br> <img src=\"https://raw.githubusercontent.com/huggingface/accelerate/main/docs/source/imgs/accelerate_logo.png\" width=\"400\"/> <br> <p> <p..."},"evidence_pages":[{"url":"https://github.com/togethercomputer/accelerate","final_url":"https://github.com/togethercomputer/accelerate","title":"togethercomputer/accelerate repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:01:57.599107+00:00","bytes":36528,"raw_path":"18e268e08527f2b9345876722a9631fd6e800ba56115f7ed4361b852318a77fe.json","content_hash":"af42b04033a44fb31b233f5e54d69ae51c099605f3a7ca5126064ef7411cc1df","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/accelerate Description: 🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 1 Created: 2024-10-09T18:27:48Z Pushed: 2024-10-17T20:34:11Z Default branch: main Fork: yes Parent repository: huggingface/accelerate Archived: no README: <!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> <p align=\"center\"> <br> <img src=\"https://raw.githubusercontent.com/huggingface/accelerate/main/docs/source/imgs/accelerate_logo.png\" width=\"400\"/> <br> <p> <p..."}],"related_signals":[{"id":"6367550f-bd25-4483-8fda-eba8b039b892","url":"https://onlylabs.fyi/signals/6367550f-bd25-4483-8fda-eba8b039b892","source_url":"https://github.com/togethercomputer/tinker-cookbook","title":"togethercomputer/tinker-cookbook","context":"forked from thinking-machines-lab/tinker-cookbook","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-01T08:29:09+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"e6175547-cf8b-4774-9c10-ad0876c3f14e","url":"https://onlylabs.fyi/signals/e6175547-cf8b-4774-9c10-ad0876c3f14e","source_url":"https://github.com/togethercomputer/k8s-netperf","title":"togethercomputer/k8s-netperf","context":"forked from cloud-bulldozer/k8s-netperf","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-27T23:08:39+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"e1ad880b-e8c2-4eed-96b9-9286706c6932","url":"https://onlylabs.fyi/signals/e1ad880b-e8c2-4eed-96b9-9286706c6932","source_url":"https://github.com/togethercomputer/DeepGEMM","title":"togethercomputer/DeepGEMM","context":"forked from deepseek-ai/DeepGEMM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-24T20:40:07+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"8cd07691-5f2d-4997-abfe-64a635021377","url":"https://onlylabs.fyi/signals/8cd07691-5f2d-4997-abfe-64a635021377","source_url":"https://github.com/togethercomputer/sglang-mla-rotation","title":"togethercomputer/sglang-mla-rotation","context":"forked from sgl-project/sglang","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-08T00:10:20+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"f3addf6d-624e-4096-a3f3-7fb62dbfb766","url":"https://onlylabs.fyi/signals/f3addf6d-624e-4096-a3f3-7fb62dbfb766","source_url":"https://github.com/togethercomputer/Mooncake","title":"togethercomputer/Mooncake","context":"forked from kvcache-ai/Mooncake","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-19T17:53:41+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"48657822-5db2-498c-9a30-dfd49e1da6a6","url":"https://onlylabs.fyi/signals/48657822-5db2-498c-9a30-dfd49e1da6a6","source_url":"https://github.com/togethercomputer/ssd","title":"togethercomputer/ssd","context":"forked from tanishqkumar/ssd","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-18T16:20:10+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"}]}