{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Repo: Cerebras/Cerebras-Inference-Cookbook","description":"Cerebras repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7","json_url":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7/signal.json","generated_at":"2026-06-11T04:10:11.607388+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/ca1c7fed-a8b0-484f-a81a-8088a8c376e7","signal_json":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7/signal.json","source":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","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/Cerebras-Inference-Cookbook (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Cerebras/Cerebras-Inference-Cookbook · language Jupyter Notebook · Low-star cookbook repo.. 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/Cerebras-Inference-Cookbook","source_host":"github.com","occurred_at":"2025-07-08T15:59:00+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source","context":"Jupyter Notebook"},"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/Cerebras-Inference-Cookbook","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"53","source":"traction"},{"label":"Notability","value":"Low-star cookbook repo.","source":"signal"},{"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/Cerebras-Inference-Cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:11.607388+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7/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/ca1c7fed-a8b0-484f-a81a-8088a8c376e7/signal.json","required":true},{"label":"source","url":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","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/Cerebras-Inference-Cookbook\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published repo","object":"Cerebras/Cerebras-Inference-Cookbook","text":"Cerebras published repo Cerebras/Cerebras-Inference-Cookbook."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"is classified as","object":"repo signal","text":"Cerebras/Cerebras-Inference-Cookbook is classified as repo signal."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"belongs to","object":"repos desk","text":"Cerebras/Cerebras-Inference-Cookbook belongs to repos desk."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has context","object":"Jupyter Notebook","text":"Cerebras/Cerebras-Inference-Cookbook has context Jupyter Notebook."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Cerebras/Cerebras-Inference-Cookbook has evidence coverage 1 captured evidence page."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has captured page count","object":"1","text":"Cerebras/Cerebras-Inference-Cookbook has captured page count 1."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has readable page count","object":"1","text":"Cerebras/Cerebras-Inference-Cookbook has readable page count 1."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has related signal count","object":"6","text":"Cerebras/Cerebras-Inference-Cookbook has related signal count 6."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","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/Cerebras-Inference-Cookbook 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/Cerebras-Inference-Cookbook","predicate":"has source host","object":"github.com","text":"Cerebras/Cerebras-Inference-Cookbook has source host github.com."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has lab","object":"Cerebras","text":"Cerebras/Cerebras-Inference-Cookbook has lab Cerebras."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has signal desk","object":"repos","text":"Cerebras/Cerebras-Inference-Cookbook has signal desk repos."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has source host","object":"github.com","text":"Cerebras/Cerebras-Inference-Cookbook has source host github.com."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has repository","object":"Cerebras/Cerebras-Inference-Cookbook","text":"Cerebras/Cerebras-Inference-Cookbook has repository Cerebras/Cerebras-Inference-Cookbook."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has language","object":"Jupyter Notebook","text":"Cerebras/Cerebras-Inference-Cookbook has language Jupyter Notebook."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has stars","object":"53","text":"Cerebras/Cerebras-Inference-Cookbook has stars 53."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has notability","object":"Low-star cookbook repo.","text":"Cerebras/Cerebras-Inference-Cookbook has notability Low-star cookbook repo.."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has watch term","object":"Infrastructure","text":"Cerebras/Cerebras-Inference-Cookbook has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Cerebras published Cerebras/Cerebras-Inference-Cookbook (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Cerebras/Cerebras-Inference-Cookbook · language Jupyter Notebook · Low-star cookbook repo.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Cerebras","predicate":"published repo","object":"Cerebras/Cerebras-Inference-Cookbook","text":"Cerebras published repo Cerebras/Cerebras-Inference-Cookbook."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"is classified as","object":"repo signal","text":"Cerebras/Cerebras-Inference-Cookbook is classified as repo signal."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"belongs to","object":"repos desk","text":"Cerebras/Cerebras-Inference-Cookbook belongs to repos desk."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has context","object":"Jupyter Notebook","text":"Cerebras/Cerebras-Inference-Cookbook has context Jupyter Notebook."},{"subject":"Cerebras/Cerebras-Inference-Cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Cerebras/Cerebras-Inference-Cookbook has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ca1c7fed-a8b0-484f-a81a-8088a8c376e7","url":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7","json_url":"https://onlylabs.fyi/signals/ca1c7fed-a8b0-484f-a81a-8088a8c376e7/signal.json","source_url":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","title":"Cerebras/Cerebras-Inference-Cookbook","summary":"Cerebras published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","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","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/Cerebras-Inference-Cookbook"]},"facets":{"repo":"Cerebras/Cerebras-Inference-Cookbook","language":"Jupyter Notebook"},"traction":{"github_stars":53,"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/Cerebras-Inference-Cookbook","final_url":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","title":"Cerebras/Cerebras-Inference-Cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:11.607388+00:00","bytes":9495,"raw_path":"144bf8e49a9d2d8bedb093925370a4cfd53815f740140f104cd29e391ef8cfc7.json","content_hash":"e43b6f5c74536b2bf4de22f6d7b96b05c9af660ed849b3ec9a9cb805a958f598","excerpt_chars":1200,"truncated":true,"excerpt":"Cerebras/Cerebras-Inference-Cookbook Language: Jupyter Notebook Stars: 53 Forks: 27 Open issues: 3 Created: 2025-07-08T15:59:00Z Pushed: 2026-02-13T19:50:50Z Default branch: main Fork: no Archived: no README: Cerebras Inference Cookbook <p align=\"left\"> <img src=\"images/cerebras-inference-logo.svg\" width=\"500\" alt=\"Cerebras Inference Logo\"> </p> This repository showcases example workflows and code built specifically to take advantage of Cerebras’ ultra-fast inference capabilities. Whether you’re building agent pipelines or multi-turn tools, these examples demonstrate how to harness low-latency inference for more interactive and iterative LLM applications. For the full guides to each example in this repository, visit our [cookbook site](https://inference-docs.cerebras.ai/cookbook) found in our developer docs platform. To get started, you’ll need access to the Cerebras Inference API and an API key. If you don't have one already, you can get [one here](https://cloud.cerebras.ai). Once you have your key, set it as an environment variable: ```bash export CEREBRAS_API_KEY=<your API key> ``` For more resources—including production tips and API reference—check out the [Cerebras Inference..."},"evidence_pages":[{"url":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","final_url":"https://github.com/Cerebras/Cerebras-Inference-Cookbook","title":"Cerebras/Cerebras-Inference-Cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:11.607388+00:00","bytes":9495,"raw_path":"144bf8e49a9d2d8bedb093925370a4cfd53815f740140f104cd29e391ef8cfc7.json","content_hash":"e43b6f5c74536b2bf4de22f6d7b96b05c9af660ed849b3ec9a9cb805a958f598","excerpt_chars":1200,"truncated":true,"excerpt":"Cerebras/Cerebras-Inference-Cookbook Language: Jupyter Notebook Stars: 53 Forks: 27 Open issues: 3 Created: 2025-07-08T15:59:00Z Pushed: 2026-02-13T19:50:50Z Default branch: main Fork: no Archived: no README: Cerebras Inference Cookbook <p align=\"left\"> <img src=\"images/cerebras-inference-logo.svg\" width=\"500\" alt=\"Cerebras Inference Logo\"> </p> This repository showcases example workflows and code built specifically to take advantage of Cerebras’ ultra-fast inference capabilities. Whether you’re building agent pipelines or multi-turn tools, these examples demonstrate how to harness low-latency inference for more interactive and iterative LLM applications. For the full guides to each example in this repository, visit our [cookbook site](https://inference-docs.cerebras.ai/cookbook) found in our developer docs platform. To get started, you’ll need access to the Cerebras Inference API and an API key. If you don't have one already, you can get [one here](https://cloud.cerebras.ai). Once you have your key, set it as an environment variable: ```bash export CEREBRAS_API_KEY=<your API key> ``` For more resources—including production tips and API reference—check out the [Cerebras Inference..."}],"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":"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"},{"id":"44f2d591-4cb7-4e40-a789-5dce5499e57d","url":"https://onlylabs.fyi/signals/44f2d591-4cb7-4e40-a789-5dce5499e57d","source_url":"https://github.com/Cerebras/DocChat","title":"Cerebras/DocChat","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2024-08-19T17:09:08+00:00","first_seen_at":"2026-06-05T22:32:09.055739+00:00","date_source":"source"}]}