{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Model: cerebras/btlm-3b-8k-base","description":"Cerebras model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/341955e6-5382-4b55-8170-a29c0eb10e43","json_url":"https://onlylabs.fyi/signals/341955e6-5382-4b55-8170-a29c0eb10e43/signal.json","generated_at":"2026-06-11T03:28:18.663012+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/341955e6-5382-4b55-8170-a29c0eb10e43","signal_json":"https://onlylabs.fyi/signals/341955e6-5382-4b55-8170-a29c0eb10e43/signal.json","source":"https://huggingface.co/cerebras/btlm-3b-8k-base","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/btlm-3b-8k-base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1.4K 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/btlm-3b-8k-base","source_host":"huggingface.co","occurred_at":"2023-07-14T19:01:11+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":"1.4K","source":"traction"},{"label":"Likes","value":"269","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/btlm-3b-8k-base/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:28:18.663012+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/341955e6-5382-4b55-8170-a29c0eb10e43/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/341955e6-5382-4b55-8170-a29c0eb10e43/signal.json","required":true},{"label":"source","url":"https://huggingface.co/cerebras/btlm-3b-8k-base","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/btlm-3b-8k-base\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/btlm-3b-8k-base","text":"Cerebras published model cerebras/btlm-3b-8k-base."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"is classified as","object":"model signal","text":"cerebras/btlm-3b-8k-base is classified as model signal."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"belongs to","object":"releases desk","text":"cerebras/btlm-3b-8k-base belongs to releases desk."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/btlm-3b-8k-base has evidence coverage 1 captured evidence page."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has captured page count","object":"1","text":"cerebras/btlm-3b-8k-base has captured page count 1."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has readable page count","object":"1","text":"cerebras/btlm-3b-8k-base has readable page count 1."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has related signal count","object":"6","text":"cerebras/btlm-3b-8k-base has related signal count 6."},{"subject":"cerebras/btlm-3b-8k-base","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/btlm-3b-8k-base has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has source host","object":"huggingface.co","text":"cerebras/btlm-3b-8k-base has source host huggingface.co."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has lab","object":"Cerebras","text":"cerebras/btlm-3b-8k-base has lab Cerebras."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has signal desk","object":"releases","text":"cerebras/btlm-3b-8k-base has signal desk releases."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has source host","object":"huggingface.co","text":"cerebras/btlm-3b-8k-base has source host huggingface.co."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has task","object":"text-generation","text":"cerebras/btlm-3b-8k-base has task text-generation."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has license","object":"apache-2.0","text":"cerebras/btlm-3b-8k-base has license apache-2.0."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has library","object":"transformers","text":"cerebras/btlm-3b-8k-base has library transformers."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has downloads","object":"1.4K","text":"cerebras/btlm-3b-8k-base has downloads 1.4K."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has likes","object":"269","text":"cerebras/btlm-3b-8k-base has likes 269."}]},"intelligence":{"signal_desk":"releases","answer":"Cerebras published cerebras/btlm-3b-8k-base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1.4K 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/btlm-3b-8k-base","text":"Cerebras published model cerebras/btlm-3b-8k-base."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"is classified as","object":"model signal","text":"cerebras/btlm-3b-8k-base is classified as model signal."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"belongs to","object":"releases desk","text":"cerebras/btlm-3b-8k-base belongs to releases desk."},{"subject":"cerebras/btlm-3b-8k-base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/btlm-3b-8k-base has evidence coverage 1 captured evidence page."}]},"signal":{"id":"341955e6-5382-4b55-8170-a29c0eb10e43","url":"https://onlylabs.fyi/signals/341955e6-5382-4b55-8170-a29c0eb10e43","json_url":"https://onlylabs.fyi/signals/341955e6-5382-4b55-8170-a29c0eb10e43/signal.json","source_url":"https://huggingface.co/cerebras/btlm-3b-8k-base","title":"cerebras/btlm-3b-8k-base","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":"2023-07-14T19:01:11+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/btlm-3b-8k-base/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":1401,"hf_likes":269},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/cerebras/btlm-3b-8k-base/raw/main/README.md","final_url":"https://huggingface.co/cerebras/btlm-3b-8k-base/raw/main/README.md","title":"cerebras/btlm-3b-8k-base model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.663012+00:00","bytes":12627,"raw_path":"61aaa52379cfcf63ac9f6893fd8d1b10bc8501d05c869ebd0da9b19dd66439f6.md","content_hash":"c391a9a8d5d0e79865b4797466a1d43c105e1d978c95a85c4c3f99a08448327d","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en inference: false tags: - pytorch - causal-lm - Cerebras - BTLM datasets: - cerebras/SlimPajama-627B pipeline_tag: text-generation license: apache-2.0 --- BTLM-3B-8k-base [Bittensor Language Model (BTLM-3B-8k-base)](https://www.cerebras.net/blog/btlm-3b-8k-7b-performance-in-a-3-billion-parameter-model/) is a 3 billion parameter language model with an 8k context length trained on 627B tokens of [SlimPajama](https://huggingface.co/datasets/cerebras/SlimPajama-627B). BTLM-3B-8k-base sets a new standard for 3B parameter models, outperforming models trained on hundreds of billions more tokens and achieving comparable performance to open 7B parameter models. BTLM-3B-8k-base can also be quantized to 4-bit to fit in devices with as little as 3GB of memory. The model is made available with an Apache 2.0 license for commercial use. BTLM was trained by [Cerebras](https://www.cerebras.net/) in partnership with [Opentensor](https://opentensor.ai/) on the newly unveiled [Condor Galaxy 1 (CG-1) supercomputer](https://www.cerebras.net/blog/introducing-condor-galaxy-1-a-4-exaflop-supercomputer-for-generative-ai/), the first public deliverable of the G42-Cerebras strategic..."},"evidence_pages":[{"url":"https://huggingface.co/cerebras/btlm-3b-8k-base/raw/main/README.md","final_url":"https://huggingface.co/cerebras/btlm-3b-8k-base/raw/main/README.md","title":"cerebras/btlm-3b-8k-base model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.663012+00:00","bytes":12627,"raw_path":"61aaa52379cfcf63ac9f6893fd8d1b10bc8501d05c869ebd0da9b19dd66439f6.md","content_hash":"c391a9a8d5d0e79865b4797466a1d43c105e1d978c95a85c4c3f99a08448327d","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en inference: false tags: - pytorch - causal-lm - Cerebras - BTLM datasets: - cerebras/SlimPajama-627B pipeline_tag: text-generation license: apache-2.0 --- BTLM-3B-8k-base [Bittensor Language Model (BTLM-3B-8k-base)](https://www.cerebras.net/blog/btlm-3b-8k-7b-performance-in-a-3-billion-parameter-model/) is a 3 billion parameter language model with an 8k context length trained on 627B tokens of [SlimPajama](https://huggingface.co/datasets/cerebras/SlimPajama-627B). BTLM-3B-8k-base sets a new standard for 3B parameter models, outperforming models trained on hundreds of billions more tokens and achieving comparable performance to open 7B parameter models. BTLM-3B-8k-base can also be quantized to 4-bit to fit in devices with as little as 3GB of memory. The model is made available with an Apache 2.0 license for commercial use. BTLM was trained by [Cerebras](https://www.cerebras.net/) in partnership with [Opentensor](https://opentensor.ai/) on the newly unveiled [Condor Galaxy 1 (CG-1) supercomputer](https://www.cerebras.net/blog/introducing-condor-galaxy-1-a-4-exaflop-supercomputer-for-generative-ai/), the first public deliverable of the G42-Cerebras strategic..."}],"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"}]}