{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Fork: togethercomputer/GPTQModel","description":"Together AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8523e6b4-d8f0-4ef3-bd20-633737a02d2c","json_url":"https://onlylabs.fyi/signals/8523e6b4-d8f0-4ef3-bd20-633737a02d2c/signal.json","generated_at":"2026-09-09T18:49:08.599Z","evidence_latest_fetched_at":"2026-08-06T07:02:12.381312+00:00","signal_first_seen_at":"2026-08-06T07:00:59.891706+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/8523e6b4-d8f0-4ef3-bd20-633737a02d2c","signal_json":"https://onlylabs.fyi/signals/8523e6b4-d8f0-4ef3-bd20-633737a02d2c/signal.json","source":"https://github.com/togethercomputer/GPTQModel","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/GPTQModel (forked from ModelCloud/GPTQModel). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/GPTQModel · parent ModelCloud/GPTQModel · Routine internal fork with no traction or new model release.. 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/GPTQModel","source_host":"github.com","occurred_at":"2026-08-05T18:46:26+00:00","first_seen_at":"2026-08-06T07:00:59.891706+00:00","date_source":"source","context":"forked from ModelCloud/GPTQModel"},"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/GPTQModel","source":"source"},{"label":"Parent","value":"ModelCloud/GPTQModel","source":"source"},{"label":"Notability","value":"Routine internal fork with no traction or new model release.","source":"signal"},{"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/GPTQModel"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-06T07:02:12.381312+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8523e6b4-d8f0-4ef3-bd20-633737a02d2c/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/8523e6b4-d8f0-4ef3-bd20-633737a02d2c/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/GPTQModel","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/GPTQModel\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/GPTQModel","text":"Together AI forked togethercomputer/GPTQModel."},{"subject":"togethercomputer/GPTQModel","predicate":"is classified as","object":"fork signal","text":"togethercomputer/GPTQModel is classified as fork signal."},{"subject":"togethercomputer/GPTQModel","predicate":"belongs to","object":"forks desk","text":"togethercomputer/GPTQModel belongs to forks desk."},{"subject":"togethercomputer/GPTQModel","predicate":"has context","object":"forked from ModelCloud/GPTQModel","text":"togethercomputer/GPTQModel has context forked from ModelCloud/GPTQModel."},{"subject":"togethercomputer/GPTQModel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/GPTQModel has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/GPTQModel","predicate":"has captured page count","object":"1","text":"togethercomputer/GPTQModel has captured page count 1."},{"subject":"togethercomputer/GPTQModel","predicate":"has readable page count","object":"1","text":"togethercomputer/GPTQModel has readable page count 1."},{"subject":"togethercomputer/GPTQModel","predicate":"has related signal count","object":"6","text":"togethercomputer/GPTQModel has related signal count 6."},{"subject":"togethercomputer/GPTQModel","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/GPTQModel 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/GPTQModel","predicate":"has source host","object":"github.com","text":"togethercomputer/GPTQModel has source host github.com."},{"subject":"togethercomputer/GPTQModel","predicate":"has lab","object":"Together AI","text":"togethercomputer/GPTQModel has lab Together AI."},{"subject":"togethercomputer/GPTQModel","predicate":"has signal desk","object":"forks","text":"togethercomputer/GPTQModel has signal desk forks."},{"subject":"togethercomputer/GPTQModel","predicate":"has source host","object":"github.com","text":"togethercomputer/GPTQModel has source host github.com."},{"subject":"togethercomputer/GPTQModel","predicate":"has repository","object":"togethercomputer/GPTQModel","text":"togethercomputer/GPTQModel has repository togethercomputer/GPTQModel."},{"subject":"togethercomputer/GPTQModel","predicate":"has parent","object":"ModelCloud/GPTQModel","text":"togethercomputer/GPTQModel has parent ModelCloud/GPTQModel."},{"subject":"togethercomputer/GPTQModel","predicate":"has notability","object":"Routine internal fork with no traction or new model release.","text":"togethercomputer/GPTQModel has notability Routine internal fork with no traction or new model release.."},{"subject":"togethercomputer/GPTQModel","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/GPTQModel has watch term Data pipeline."},{"subject":"togethercomputer/GPTQModel","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/GPTQModel has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Together AI forked togethercomputer/GPTQModel (forked from ModelCloud/GPTQModel). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/GPTQModel · parent ModelCloud/GPTQModel · Routine internal fork with no traction or new model release.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/GPTQModel","text":"Together AI forked togethercomputer/GPTQModel."},{"subject":"togethercomputer/GPTQModel","predicate":"is classified as","object":"fork signal","text":"togethercomputer/GPTQModel is classified as fork signal."},{"subject":"togethercomputer/GPTQModel","predicate":"belongs to","object":"forks desk","text":"togethercomputer/GPTQModel belongs to forks desk."},{"subject":"togethercomputer/GPTQModel","predicate":"has context","object":"forked from ModelCloud/GPTQModel","text":"togethercomputer/GPTQModel has context forked from ModelCloud/GPTQModel."},{"subject":"togethercomputer/GPTQModel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/GPTQModel has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8523e6b4-d8f0-4ef3-bd20-633737a02d2c","url":"https://onlylabs.fyi/signals/8523e6b4-d8f0-4ef3-bd20-633737a02d2c","json_url":"https://onlylabs.fyi/signals/8523e6b4-d8f0-4ef3-bd20-633737a02d2c/signal.json","source_url":"https://github.com/togethercomputer/GPTQModel","title":"togethercomputer/GPTQModel","summary":"Together AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from ModelCloud/GPTQModel","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-05T18:46:26+00:00","first_seen_at":"2026-08-06T07:00:59.891706+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/GPTQModel"]},"facets":{"repo":"togethercomputer/GPTQModel","parent":"ModelCloud/GPTQModel"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/togethercomputer/GPTQModel","final_url":"https://github.com/togethercomputer/GPTQModel","title":"togethercomputer/GPTQModel repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-06T07:02:12.381312+00:00","bytes":79326,"raw_path":"a6a37a305fd2fedd03e02dcb3f64a46fb58ffc3a845e0306ce752b96def0c7b7.json","content_hash":"b86d9d4011e9ac48c5593e26160dd5705b0a887f8c86c7de3a7a29b1fe97efcf","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/GPTQModel Description: LLM model quantization (compression) toolkit with HW acceleration support for Nvidia, AMD, Intel GPU and Intel/AMD/Apple CPU via HF, vLLM, and SGLang. License: NOASSERTION Stars: 0 Forks: 0 Open issues: 1 Created: 2026-08-05T18:46:26Z Pushed: 2026-08-06T01:18:15Z Default branch: main Fork: yes Parent repository: ModelCloud/GPTQModel Archived: no README: GPT-QModel LLM model quantization (compression) toolkit with hw acceleration support for NVIDIA CUDA, AMD ROCm, Huawei Ascend NPU, Intel XPU, and Intel/AMD/Apple CPUs via HF, vLLM, and SGLang. Latest News * 08/04/2026 7.4.0 `main`: ✨ Added `axk2` (A.X-K2) model support * 08/04/2026 7.4.0 `main`: 🚀🔥⚡ Added `Swordfish` Blackwell (>= sm100) GPTQ/AWQ kernel from [AlpinDale](https://x.com/AlpinDale): [Paper](https://blog.alpindale.net/posts/swordfish/). * 07/24/2026 7.3.1 `main`: ✨ Added `solar_open` and `solar_open2` model support * 07/23/2026 7.3.1 `main`: ✨ Added `Intern S2 PreView` model support * 07/23/2026 7.3.1 `main`: ✨ Added `inkling_mm_model` model support * 07/22/2026 7.3.1 `main`: ✨ Added Poolside `Laguna S 2.1` model support * 07/14/2026 7.3.0-dev `main`: ✨ Added `nemotron_h_puzzle`..."},"evidence_pages":[],"related_signals":[{"id":"135475d9-edf6-4843-b1ee-42fa8f0b080a","url":"https://onlylabs.fyi/signals/135475d9-edf6-4843-b1ee-42fa8f0b080a","source_url":"https://github.com/togethercomputer/tcloud-cluster-api-addon-provider-helm","title":"togethercomputer/tcloud-cluster-api-addon-provider-helm","context":"forked from kubernetes-sigs/cluster-api-addon-provider-helm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-05T16:09:11+00:00","first_seen_at":"2026-08-06T07:00:59.891706+00:00","date_source":"source"},{"id":"0d17b064-1fd3-45ec-ad3f-9dac2c968936","url":"https://onlylabs.fyi/signals/0d17b064-1fd3-45ec-ad3f-9dac2c968936","source_url":"https://github.com/togethercomputer/together-wan-service-demo","title":"togethercomputer/together-wan-service-demo","context":"forked from zhumakhan/wan-service","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-29T00:37:17+00:00","first_seen_at":"2026-07-29T07:01:47.896225+00:00","date_source":"source"},{"id":"b7ff7fe2-9052-491e-a149-9a9fb55f532a","url":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a","source_url":"https://github.com/togethercomputer/gigatoken","title":"togethercomputer/gigatoken","context":"forked from marcelroed/gigatoken","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-27T04:09:57+00:00","first_seen_at":"2026-07-27T07:00:56.009091+00:00","date_source":"source"},{"id":"1078ec77-c4fc-4e49-85be-d91928f514be","url":"https://onlylabs.fyi/signals/1078ec77-c4fc-4e49-85be-d91928f514be","source_url":"https://github.com/togethercomputer/metabase","title":"togethercomputer/metabase","context":"forked from metabase/metabase","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-11T20:34:25+00:00","first_seen_at":"2026-07-12T07:00:55.010401+00:00","date_source":"source"},{"id":"c4138024-fefc-477e-aec7-e1ae1178b9ac","url":"https://onlylabs.fyi/signals/c4138024-fefc-477e-aec7-e1ae1178b9ac","source_url":"https://github.com/togethercomputer/together-PRIME","title":"togethercomputer/together-PRIME","context":"forked from PRIME-RL/PRIME","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-02T18:18:14+00:00","first_seen_at":"2026-07-03T07:00:57.959231+00:00","date_source":"source"},{"id":"776880b0-159f-4240-842c-09efa3c1f0c6","url":"https://onlylabs.fyi/signals/776880b0-159f-4240-842c-09efa3c1f0c6","source_url":"https://github.com/togethercomputer/InferenceX","title":"togethercomputer/InferenceX","context":"forked from SemiAnalysisAI/InferenceX","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-11T20:56:28+00:00","first_seen_at":"2026-06-12T07:00:51.632911+00:00","date_source":"source"}]}