{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Repo: Cerebras/sdk-examples","description":"Cerebras repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8","json_url":"https://onlylabs.fyi/signals/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8/signal.json","generated_at":"2026-06-11T04:10:13.273228+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/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8","signal_json":"https://onlylabs.fyi/signals/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8/signal.json","source":"https://github.com/Cerebras/sdk-examples","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/sdk-examples (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/sdk-examples · 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/sdk-examples","source_host":"github.com","occurred_at":"2022-03-31T21:28:59+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/sdk-examples","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"43","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","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/sdk-examples"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:13.273228+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8/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/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8/signal.json","required":true},{"label":"source","url":"https://github.com/Cerebras/sdk-examples","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/sdk-examples\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published repo","object":"Cerebras/sdk-examples","text":"Cerebras published repo Cerebras/sdk-examples."},{"subject":"Cerebras/sdk-examples","predicate":"is classified as","object":"repo signal","text":"Cerebras/sdk-examples is classified as repo signal."},{"subject":"Cerebras/sdk-examples","predicate":"belongs to","object":"repos desk","text":"Cerebras/sdk-examples belongs to repos desk."},{"subject":"Cerebras/sdk-examples","predicate":"has context","object":"Python","text":"Cerebras/sdk-examples has context Python."},{"subject":"Cerebras/sdk-examples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Cerebras/sdk-examples has evidence coverage 1 captured evidence page."},{"subject":"Cerebras/sdk-examples","predicate":"has captured page count","object":"1","text":"Cerebras/sdk-examples has captured page count 1."},{"subject":"Cerebras/sdk-examples","predicate":"has readable page count","object":"1","text":"Cerebras/sdk-examples has readable page count 1."},{"subject":"Cerebras/sdk-examples","predicate":"has related signal count","object":"6","text":"Cerebras/sdk-examples has related signal count 6."},{"subject":"Cerebras/sdk-examples","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/sdk-examples 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/sdk-examples","predicate":"has source host","object":"github.com","text":"Cerebras/sdk-examples has source host github.com."},{"subject":"Cerebras/sdk-examples","predicate":"has lab","object":"Cerebras","text":"Cerebras/sdk-examples has lab Cerebras."},{"subject":"Cerebras/sdk-examples","predicate":"has signal desk","object":"repos","text":"Cerebras/sdk-examples has signal desk repos."},{"subject":"Cerebras/sdk-examples","predicate":"has source host","object":"github.com","text":"Cerebras/sdk-examples has source host github.com."},{"subject":"Cerebras/sdk-examples","predicate":"has repository","object":"Cerebras/sdk-examples","text":"Cerebras/sdk-examples has repository Cerebras/sdk-examples."},{"subject":"Cerebras/sdk-examples","predicate":"has language","object":"Python","text":"Cerebras/sdk-examples has language Python."},{"subject":"Cerebras/sdk-examples","predicate":"has stars","object":"43","text":"Cerebras/sdk-examples has stars 43."},{"subject":"Cerebras/sdk-examples","predicate":"has watch term","object":"RL environments","text":"Cerebras/sdk-examples has watch term RL environments."},{"subject":"Cerebras/sdk-examples","predicate":"has watch term","object":"Eval methodology","text":"Cerebras/sdk-examples has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Cerebras published Cerebras/sdk-examples (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/sdk-examples · 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/sdk-examples","text":"Cerebras published repo Cerebras/sdk-examples."},{"subject":"Cerebras/sdk-examples","predicate":"is classified as","object":"repo signal","text":"Cerebras/sdk-examples is classified as repo signal."},{"subject":"Cerebras/sdk-examples","predicate":"belongs to","object":"repos desk","text":"Cerebras/sdk-examples belongs to repos desk."},{"subject":"Cerebras/sdk-examples","predicate":"has context","object":"Python","text":"Cerebras/sdk-examples has context Python."},{"subject":"Cerebras/sdk-examples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Cerebras/sdk-examples has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f51e84fa-ac76-49cf-9b74-6e0b50c95ab8","url":"https://onlylabs.fyi/signals/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8","json_url":"https://onlylabs.fyi/signals/f51e84fa-ac76-49cf-9b74-6e0b50c95ab8/signal.json","source_url":"https://github.com/Cerebras/sdk-examples","title":"Cerebras/sdk-examples","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":"2022-03-31T21:28:59+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/sdk-examples"]},"facets":{"repo":"Cerebras/sdk-examples","language":"Python"},"traction":{"github_stars":43,"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/sdk-examples","final_url":"https://github.com/Cerebras/sdk-examples","title":"Cerebras/sdk-examples repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:13.273228+00:00","bytes":13364,"raw_path":"51c8233a7aebca990c6127f037541fe9c1ecbab7d23ecf13f11a05a20f883892.json","content_hash":"cb5025bc312769c808351b7fc41cd0399866d678df2e9d396e8de006df48d0b3","excerpt_chars":1200,"truncated":true,"excerpt":"Cerebras/sdk-examples Language: Python License: Apache-2.0 Stars: 43 Forks: 13 Open issues: 1 Created: 2022-03-31T21:28:59Z Pushed: 2026-04-27T01:31:25Z Default branch: master Fork: no Archived: no README: SDK Examples ============ Register to access the Cerebras SDK `here <https://www.cerebras.ai/developers/sdk-request>`_. Documentation for the SDK can be found `here <https://sdk.cerebras.net>`_. This repository contains examples of CSL code. Each example has the following properties: * The source code is complete and self-contained and can be compiled using the CSL compiler. * The compiled code can be simulated using our fabric simulator, or it can be executed on the Cerebras hardware itself. Each example is located in its own sub-folder, and contains files of the following types: * ``\\*.csl`` : CSL source code files. If there is more than one CSL source file, the top-level file, specified when compiling, will import all other CSL files. * ``run.py``: This script drives the simulator (or the Cerebras fabric itself). 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Documentation for the SDK can be found `here <https://sdk.cerebras.net>`_. This repository contains examples of CSL code. Each example has the following properties: * The source code is complete and self-contained and can be compiled using the CSL compiler. * The compiled code can be simulated using our fabric simulator, or it can be executed on the Cerebras hardware itself. Each example is located in its own sub-folder, and contains files of the following types: * ``\\*.csl`` : CSL source code files. If there is more than one CSL source file, the top-level file, specified when compiling, will import all other CSL files. * ``run.py``: This script drives the simulator (or the Cerebras fabric itself). 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