{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Repo: Cerebras/modelzoo","description":"Cerebras repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/01a8ed8b-f4a5-438b-b474-aac828b6a8d2","json_url":"https://onlylabs.fyi/signals/01a8ed8b-f4a5-438b-b474-aac828b6a8d2/signal.json","generated_at":"2026-06-11T04:10:13.019435+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/01a8ed8b-f4a5-438b-b474-aac828b6a8d2","signal_json":"https://onlylabs.fyi/signals/01a8ed8b-f4a5-438b-b474-aac828b6a8d2/signal.json","source":"https://github.com/Cerebras/modelzoo","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Cerebras published Cerebras/modelzoo (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Cerebras/modelzoo · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Cerebras/modelzoo","source_host":"github.com","occurred_at":"2022-04-08T14:35:05+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Cerebras","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Cerebras/modelzoo","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,162","source":"traction"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/Cerebras/modelzoo"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:13.019435+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/01a8ed8b-f4a5-438b-b474-aac828b6a8d2/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":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/01a8ed8b-f4a5-438b-b474-aac828b6a8d2/signal.json","required":true},{"label":"source","url":"https://github.com/Cerebras/modelzoo","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":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 Cerebras's repo signal \"Cerebras/modelzoo\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published repo","object":"Cerebras/modelzoo","text":"Cerebras published repo Cerebras/modelzoo."},{"subject":"Cerebras/modelzoo","predicate":"is classified as","object":"repo signal","text":"Cerebras/modelzoo is classified as repo signal."},{"subject":"Cerebras/modelzoo","predicate":"belongs to","object":"repos desk","text":"Cerebras/modelzoo belongs to repos desk."},{"subject":"Cerebras/modelzoo","predicate":"has context","object":"Python","text":"Cerebras/modelzoo has context Python."},{"subject":"Cerebras/modelzoo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Cerebras/modelzoo has evidence coverage 1 captured evidence page."},{"subject":"Cerebras/modelzoo","predicate":"has captured page count","object":"1","text":"Cerebras/modelzoo has captured page count 1."},{"subject":"Cerebras/modelzoo","predicate":"has readable page count","object":"1","text":"Cerebras/modelzoo has readable page count 1."},{"subject":"Cerebras/modelzoo","predicate":"has related signal count","object":"6","text":"Cerebras/modelzoo has related signal count 6."},{"subject":"Cerebras/modelzoo","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":"Cerebras/modelzoo 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":"Cerebras/modelzoo","predicate":"has source host","object":"github.com","text":"Cerebras/modelzoo has source host github.com."},{"subject":"Cerebras/modelzoo","predicate":"has lab","object":"Cerebras","text":"Cerebras/modelzoo has lab Cerebras."},{"subject":"Cerebras/modelzoo","predicate":"has signal desk","object":"repos","text":"Cerebras/modelzoo has signal desk repos."},{"subject":"Cerebras/modelzoo","predicate":"has source host","object":"github.com","text":"Cerebras/modelzoo has source host github.com."},{"subject":"Cerebras/modelzoo","predicate":"has repository","object":"Cerebras/modelzoo","text":"Cerebras/modelzoo has repository Cerebras/modelzoo."},{"subject":"Cerebras/modelzoo","predicate":"has language","object":"Python","text":"Cerebras/modelzoo has language Python."},{"subject":"Cerebras/modelzoo","predicate":"has stars","object":"1,162","text":"Cerebras/modelzoo has stars 1,162."},{"subject":"Cerebras/modelzoo","predicate":"has watch term","object":"Data pipeline","text":"Cerebras/modelzoo has watch term Data pipeline."},{"subject":"Cerebras/modelzoo","predicate":"has watch term","object":"Infrastructure","text":"Cerebras/modelzoo has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Cerebras published Cerebras/modelzoo (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Cerebras/modelzoo · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Cerebras","predicate":"published repo","object":"Cerebras/modelzoo","text":"Cerebras published repo Cerebras/modelzoo."},{"subject":"Cerebras/modelzoo","predicate":"is classified as","object":"repo signal","text":"Cerebras/modelzoo is classified as repo signal."},{"subject":"Cerebras/modelzoo","predicate":"belongs to","object":"repos desk","text":"Cerebras/modelzoo belongs to repos desk."},{"subject":"Cerebras/modelzoo","predicate":"has context","object":"Python","text":"Cerebras/modelzoo has context Python."},{"subject":"Cerebras/modelzoo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Cerebras/modelzoo has evidence coverage 1 captured evidence page."}]},"signal":{"id":"01a8ed8b-f4a5-438b-b474-aac828b6a8d2","url":"https://onlylabs.fyi/signals/01a8ed8b-f4a5-438b-b474-aac828b6a8d2","json_url":"https://onlylabs.fyi/signals/01a8ed8b-f4a5-438b-b474-aac828b6a8d2/signal.json","source_url":"https://github.com/Cerebras/modelzoo","title":"Cerebras/modelzoo","summary":"Cerebras published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2022-04-08T14:35:05+00:00","first_seen_at":"2026-06-05T22:32:09.055739+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/Cerebras/modelzoo"]},"facets":{"repo":"Cerebras/modelzoo","language":"Python"},"traction":{"github_stars":1162,"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/Cerebras/modelzoo","final_url":"https://github.com/Cerebras/modelzoo","title":"Cerebras/modelzoo repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:13.019435+00:00","bytes":12027,"raw_path":"4ba912044ef6e65b037bb57be1db948263701ef4de32fa81114c80bf4a0a665e.json","content_hash":"e0e9a4624e823ed2add7aa822bd1505bfef46cc8e3654d4fe11eb69b29e92502","excerpt_chars":1200,"truncated":true,"excerpt":"Cerebras/modelzoo Language: Python License: Apache-2.0 Stars: 1162 Forks: 166 Open issues: 31 Created: 2022-04-08T14:35:05Z Pushed: 2026-05-01T15:59:08Z Default branch: main Fork: no Archived: no README: Cerebras Model Zoo <picture> <source srcset=\"images/dark-image-nb.png\" media=\"(prefers-color-scheme: dark)\"> <source srcset=\"images/light-image.png\" media=\"(prefers-color-scheme: light)\"> <img src=\"images/light-image.png\" alt=\"Cerebras banner\"> </picture> Introduction The Cerebras Model Zoo is a collection of deep learning models and utilities optimized to run on Cerebras hardware. The repository provides reference implementations, configuration files, and utilities that demonstrate best practices for training and deploying models using Cerebras systems. Key Features and Components * [CLI](https://training-docs.cerebras.ai/rel-2.10.0/model-zoo/cli-overview): The ModelZoo CLI is a comprehensive command-line interface that serves as a single entry point for all ModelZoo-related tasks. It streamlines workflows such as data preprocessing, model training, and validation. * [Models](./src/cerebras/modelzoo/models): Includes configuration files and reference implementations for a wide..."},"evidence_pages":[{"url":"https://github.com/Cerebras/modelzoo","final_url":"https://github.com/Cerebras/modelzoo","title":"Cerebras/modelzoo repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:13.019435+00:00","bytes":12027,"raw_path":"4ba912044ef6e65b037bb57be1db948263701ef4de32fa81114c80bf4a0a665e.json","content_hash":"e0e9a4624e823ed2add7aa822bd1505bfef46cc8e3654d4fe11eb69b29e92502","excerpt_chars":1200,"truncated":true,"excerpt":"Cerebras/modelzoo Language: Python License: Apache-2.0 Stars: 1162 Forks: 166 Open issues: 31 Created: 2022-04-08T14:35:05Z Pushed: 2026-05-01T15:59:08Z Default branch: main Fork: no Archived: no README: Cerebras Model Zoo <picture> <source srcset=\"images/dark-image-nb.png\" media=\"(prefers-color-scheme: dark)\"> <source srcset=\"images/light-image.png\" media=\"(prefers-color-scheme: light)\"> <img src=\"images/light-image.png\" alt=\"Cerebras banner\"> </picture> Introduction The Cerebras Model Zoo is a collection of deep learning models and utilities optimized to run on Cerebras hardware. The repository provides reference implementations, configuration files, and utilities that demonstrate best practices for training and deploying models using Cerebras systems. Key Features and Components * [CLI](https://training-docs.cerebras.ai/rel-2.10.0/model-zoo/cli-overview): The ModelZoo CLI is a comprehensive command-line interface that serves as a single entry point for all ModelZoo-related tasks. It streamlines workflows such as data preprocessing, model training, and validation. * [Models](./src/cerebras/modelzoo/models): Includes configuration files and reference implementations for a wide..."}],"related_signals":[{"id":"b0e6a0ff-b624-479f-bb4b-90ddab6500f5","url":"https://onlylabs.fyi/signals/b0e6a0ff-b624-479f-bb4b-90ddab6500f5","source_url":"https://github.com/Cerebras/digital_barista","title":"Cerebras/digital_barista","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-26T18:51:05+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"},{"id":"83e1a519-f8d3-467b-9748-12005434e863","url":"https://onlylabs.fyi/signals/83e1a519-f8d3-467b-9748-12005434e863","source_url":"https://github.com/Cerebras/spec_md_files","title":"Cerebras/spec_md_files","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-19T21:11:25+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"},{"id":"cc3fa22e-55b5-4175-a6db-5aab8932761d","url":"https://onlylabs.fyi/signals/cc3fa22e-55b5-4175-a6db-5aab8932761d","source_url":"https://github.com/Cerebras/vscode-cerebras-chat","title":"Cerebras/vscode-cerebras-chat","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2025-08-30T04:15:24+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"},{"id":"5fa521f8-0003-4f1d-9b26-ecddff27e136","url":"https://onlylabs.fyi/signals/5fa521f8-0003-4f1d-9b26-ecddff27e136","source_url":"https://github.com/Cerebras/cerebras-code-mcp","title":"Cerebras/cerebras-code-mcp","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2025-08-20T21:22:51+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"},{"id":"ca1c7fed-a8b0-484f-a81a-8088a8c376e7","url":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7","source_url":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","title":"Cerebras/Cerebras-Inference-Cookbook","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2025-07-08T15:59:00+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"},{"id":"17d6bc90-2c99-4841-a35c-713b71fd990e","url":"https://onlylabs.fyi/signals/17d6bc90-2c99-4841-a35c-713b71fd990e","source_url":"https://github.com/Cerebras/exome_bench","title":"Cerebras/exome_bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2025-03-28T18:27:00+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"}]}