{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Model: cerebras/Cerebras-GPT-13B","description":"Cerebras model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f","json_url":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f/signal.json","generated_at":"2026-06-11T03:28:18.861447+00:00","org":{"slug":"cerebras","name":"Cerebras","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/cerebras","dossier_json_url":"https://onlylabs.fyi/labs/cerebras/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f","signal_json":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f/signal.json","source":"https://huggingface.co/cerebras/Cerebras-GPT-13B","lab_dossier":"https://onlylabs.fyi/labs/cerebras","lab_dossier_json":"https://onlylabs.fyi/labs/cerebras/dossier.json","analysis":"https://onlylabs.fyi/analysis/cerebras","analysis_json":"https://onlylabs.fyi/analysis/cerebras/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cerebras/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/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Cerebras published cerebras/Cerebras-GPT-13B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1.8K HF downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/cerebras/Cerebras-GPT-13B","source_host":"huggingface.co","occurred_at":"2023-03-20T20:45:54+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Cerebras","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Downloads","value":"1.8K","source":"traction"},{"label":"Likes","value":"652","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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://huggingface.co/cerebras/Cerebras-GPT-13B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:28:18.861447+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f/signal.json","dossier_json":"https://onlylabs.fyi/labs/cerebras/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/cerebras/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cerebras/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/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 model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","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/8a89294f-281d-44f8-a5f9-39fd9e57630f/signal.json","required":true},{"label":"source","url":"https://huggingface.co/cerebras/Cerebras-GPT-13B","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/cerebras/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/cerebras/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/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 Cerebras's model signal \"cerebras/Cerebras-GPT-13B\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/Cerebras-GPT-13B","text":"Cerebras published model cerebras/Cerebras-GPT-13B."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"is classified as","object":"model signal","text":"cerebras/Cerebras-GPT-13B is classified as model signal."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"belongs to","object":"releases desk","text":"cerebras/Cerebras-GPT-13B belongs to releases desk."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/Cerebras-GPT-13B has evidence coverage 1 captured evidence page."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has captured page count","object":"1","text":"cerebras/Cerebras-GPT-13B has captured page count 1."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has readable page count","object":"1","text":"cerebras/Cerebras-GPT-13B has readable page count 1."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has related signal count","object":"6","text":"cerebras/Cerebras-GPT-13B has related signal count 6."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"cerebras/Cerebras-GPT-13B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has source host","object":"huggingface.co","text":"cerebras/Cerebras-GPT-13B has source host huggingface.co."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has lab","object":"Cerebras","text":"cerebras/Cerebras-GPT-13B has lab Cerebras."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has signal desk","object":"releases","text":"cerebras/Cerebras-GPT-13B has signal desk releases."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has source host","object":"huggingface.co","text":"cerebras/Cerebras-GPT-13B has source host huggingface.co."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has task","object":"text-generation","text":"cerebras/Cerebras-GPT-13B has task text-generation."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has license","object":"apache-2.0","text":"cerebras/Cerebras-GPT-13B has license apache-2.0."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has library","object":"transformers","text":"cerebras/Cerebras-GPT-13B has library transformers."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has downloads","object":"1.8K","text":"cerebras/Cerebras-GPT-13B has downloads 1.8K."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has likes","object":"652","text":"cerebras/Cerebras-GPT-13B has likes 652."}]},"intelligence":{"signal_desk":"releases","answer":"Cerebras published cerebras/Cerebras-GPT-13B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1.8K HF downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/Cerebras-GPT-13B","text":"Cerebras published model cerebras/Cerebras-GPT-13B."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"is classified as","object":"model signal","text":"cerebras/Cerebras-GPT-13B is classified as model signal."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"belongs to","object":"releases desk","text":"cerebras/Cerebras-GPT-13B belongs to releases desk."},{"subject":"cerebras/Cerebras-GPT-13B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/Cerebras-GPT-13B has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8a89294f-281d-44f8-a5f9-39fd9e57630f","url":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f","json_url":"https://onlylabs.fyi/signals/8a89294f-281d-44f8-a5f9-39fd9e57630f/signal.json","source_url":"https://huggingface.co/cerebras/Cerebras-GPT-13B","title":"cerebras/Cerebras-GPT-13B","summary":"Cerebras published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2023-03-20T20:45:54+00:00","first_seen_at":"2026-06-06T01:49:47.331765+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://huggingface.co/cerebras/Cerebras-GPT-13B/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":1826,"hf_likes":652},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/cerebras/Cerebras-GPT-13B/raw/main/README.md","final_url":"https://huggingface.co/cerebras/Cerebras-GPT-13B/raw/main/README.md","title":"cerebras/Cerebras-GPT-13B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.861447+00:00","bytes":12580,"raw_path":"1228c5a071df1331ff5cb1452870238dbdee03627204fae95fe57923bf9c80a8.md","content_hash":"f518c2a8abfc26149e3754f5bad9ec084b0bde4d5361e9ab3d79e17e8b17c948","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en inference: false tags: - pytorch - causal-lm license: apache-2.0 datasets: - the_pile pipeline_tag: text-generation --- Cerebras-GPT 13B Check out our [Blog Post](https://www.cerebras.net/cerebras-gpt) and [arXiv paper](https://arxiv.org/abs/2304.03208)! Model Description The Cerebras-GPT family is released to facilitate research into LLM scaling laws using open architectures and data sets and demonstrate the simplicity of and scalability of training LLMs on the Cerebras software and hardware stack. All Cerebras-GPT models are available on Hugging Face. The family includes 111M, 256M, 590M, 1.3B, 2.7B, 6.7B, and 13B models. All models in the Cerebras-GPT family have been trained in accordance with [Chinchilla scaling laws](https://arxiv.org/abs/2203.15556) (20 tokens per model parameter) which is compute-optimal. These models were trained on the [Andromeda](https://www.cerebras.net/andromeda/) AI supercomputer comprised of 16 CS-2 wafer scale systems. Cerebras' [weight streaming technology](https://www.cerebras.net/blog/linear-scaling-made-possible-with-weight-streaming) simplifies the training of LLMs by disaggregating compute from model storage. This allowed..."},"evidence_pages":[{"url":"https://huggingface.co/cerebras/Cerebras-GPT-13B/raw/main/README.md","final_url":"https://huggingface.co/cerebras/Cerebras-GPT-13B/raw/main/README.md","title":"cerebras/Cerebras-GPT-13B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.861447+00:00","bytes":12580,"raw_path":"1228c5a071df1331ff5cb1452870238dbdee03627204fae95fe57923bf9c80a8.md","content_hash":"f518c2a8abfc26149e3754f5bad9ec084b0bde4d5361e9ab3d79e17e8b17c948","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en inference: false tags: - pytorch - causal-lm license: apache-2.0 datasets: - the_pile pipeline_tag: text-generation --- Cerebras-GPT 13B Check out our [Blog Post](https://www.cerebras.net/cerebras-gpt) and [arXiv paper](https://arxiv.org/abs/2304.03208)! Model Description The Cerebras-GPT family is released to facilitate research into LLM scaling laws using open architectures and data sets and demonstrate the simplicity of and scalability of training LLMs on the Cerebras software and hardware stack. All Cerebras-GPT models are available on Hugging Face. The family includes 111M, 256M, 590M, 1.3B, 2.7B, 6.7B, and 13B models. All models in the Cerebras-GPT family have been trained in accordance with [Chinchilla scaling laws](https://arxiv.org/abs/2203.15556) (20 tokens per model parameter) which is compute-optimal. These models were trained on the [Andromeda](https://www.cerebras.net/andromeda/) AI supercomputer comprised of 16 CS-2 wafer scale systems. Cerebras' [weight streaming technology](https://www.cerebras.net/blog/linear-scaling-made-possible-with-weight-streaming) simplifies the training of LLMs by disaggregating compute from model storage. This allowed..."}],"related_signals":[{"id":"c043795d-d639-4f88-95c4-49025226c41b","url":"https://onlylabs.fyi/signals/c043795d-d639-4f88-95c4-49025226c41b","source_url":"https://huggingface.co/cerebras/Step-3.5-Flash-REAP-121B-A11B","title":"cerebras/Step-3.5-Flash-REAP-121B-A11B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-02-25T07:11:20+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"8e156f68-4602-4639-a2fe-608bfd8b83af","url":"https://onlylabs.fyi/signals/8e156f68-4602-4639-a2fe-608bfd8b83af","source_url":"https://huggingface.co/cerebras/Step-3.5-Flash-REAP-149B-A11B","title":"cerebras/Step-3.5-Flash-REAP-149B-A11B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-02-25T07:05:37+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"4853c7eb-6324-4e2c-9738-37b91aac9725","url":"https://onlylabs.fyi/signals/4853c7eb-6324-4e2c-9738-37b91aac9725","source_url":"https://huggingface.co/cerebras/GLM-4.7-Flash-REAP-23B-A3B","title":"cerebras/GLM-4.7-Flash-REAP-23B-A3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-23T05:26:34+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"1fa7b9fc-581e-4b68-ba55-7d2a6fe8a66e","url":"https://onlylabs.fyi/signals/1fa7b9fc-581e-4b68-ba55-7d2a6fe8a66e","source_url":"https://huggingface.co/cerebras/GLM-4.7-REAP-218B-A32B","title":"cerebras/GLM-4.7-REAP-218B-A32B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-10T20:39:01+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"4b7077fd-5f99-4436-8f33-64f484682473","url":"https://onlylabs.fyi/signals/4b7077fd-5f99-4436-8f33-64f484682473","source_url":"https://huggingface.co/cerebras/GLM-4.7-REAP-268B-A32B","title":"cerebras/GLM-4.7-REAP-268B-A32B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-10T20:34:42+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"65aa0627-3cbf-453f-98f2-186a94b643f0","url":"https://onlylabs.fyi/signals/65aa0627-3cbf-453f-98f2-186a94b643f0","source_url":"https://huggingface.co/cerebras/DeepSeek-V3.2-REAP-345B-A37B","title":"cerebras/DeepSeek-V3.2-REAP-345B-A37B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2025-12-09T13:48:42+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"}]}