{"schema_version":"onlylabs.public_signal.v1","title":"CoreWeave Repo: coreweave/cwsandbox-recipes","description":"CoreWeave repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f","json_url":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f/signal.json","generated_at":"2026-10-12T17:25:51.192Z","evidence_latest_fetched_at":"2026-09-16T07:03:00.977823+00:00","signal_first_seen_at":"2026-09-16T07:01:00.213682+00:00","org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/coreweave","dossier_json_url":"https://onlylabs.fyi/labs/coreweave/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f","signal_json":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f/signal.json","source":"https://github.com/coreweave/cwsandbox-recipes","lab_dossier":"https://onlylabs.fyi/labs/coreweave","lab_dossier_json":"https://onlylabs.fyi/labs/coreweave/dossier.json","analysis":"https://onlylabs.fyi/analysis/coreweave","analysis_json":"https://onlylabs.fyi/analysis/coreweave/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/coreweave/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":"CoreWeave published coreweave/cwsandbox-recipes (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo coreweave/cwsandbox-recipes · 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/coreweave/cwsandbox-recipes","source_host":"github.com","occurred_at":"2026-09-11T21:26:07+00:00","first_seen_at":"2026-09-16T07:01:00.213682+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"CoreWeave","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"coreweave/cwsandbox-recipes","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/coreweave/cwsandbox-recipes"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-16T07:03:00.977823+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f/signal.json","dossier_json":"https://onlylabs.fyi/labs/coreweave/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/coreweave/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/coreweave/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/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f/signal.json","required":true},{"label":"source","url":"https://github.com/coreweave/cwsandbox-recipes","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/coreweave/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/coreweave/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 CoreWeave's repo signal \"coreweave/cwsandbox-recipes\" for neocloud strategy."},"semantic_triples":[{"subject":"CoreWeave","predicate":"published repo","object":"coreweave/cwsandbox-recipes","text":"CoreWeave published repo coreweave/cwsandbox-recipes."},{"subject":"coreweave/cwsandbox-recipes","predicate":"is classified as","object":"repo signal","text":"coreweave/cwsandbox-recipes is classified as repo signal."},{"subject":"coreweave/cwsandbox-recipes","predicate":"belongs to","object":"repos desk","text":"coreweave/cwsandbox-recipes belongs to repos desk."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has context","object":"Python","text":"coreweave/cwsandbox-recipes has context Python."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has evidence coverage","object":"1 captured evidence page","text":"coreweave/cwsandbox-recipes has evidence coverage 1 captured evidence page."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has captured page count","object":"1","text":"coreweave/cwsandbox-recipes has captured page count 1."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has readable page count","object":"1","text":"coreweave/cwsandbox-recipes has readable page count 1."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has related signal count","object":"6","text":"coreweave/cwsandbox-recipes has related signal count 6."},{"subject":"coreweave/cwsandbox-recipes","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":"coreweave/cwsandbox-recipes 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":"coreweave/cwsandbox-recipes","predicate":"has source host","object":"github.com","text":"coreweave/cwsandbox-recipes has source host github.com."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has lab","object":"CoreWeave","text":"coreweave/cwsandbox-recipes has lab CoreWeave."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has signal desk","object":"repos","text":"coreweave/cwsandbox-recipes has signal desk repos."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has source host","object":"github.com","text":"coreweave/cwsandbox-recipes has source host github.com."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has repository","object":"coreweave/cwsandbox-recipes","text":"coreweave/cwsandbox-recipes has repository coreweave/cwsandbox-recipes."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has language","object":"Python","text":"coreweave/cwsandbox-recipes has language Python."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has stars","object":"2","text":"coreweave/cwsandbox-recipes has stars 2."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has watch term","object":"Infrastructure","text":"coreweave/cwsandbox-recipes has watch term Infrastructure."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has watch term","object":"Safety and alignment","text":"coreweave/cwsandbox-recipes has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"CoreWeave published coreweave/cwsandbox-recipes (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo coreweave/cwsandbox-recipes · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"CoreWeave","predicate":"published repo","object":"coreweave/cwsandbox-recipes","text":"CoreWeave published repo coreweave/cwsandbox-recipes."},{"subject":"coreweave/cwsandbox-recipes","predicate":"is classified as","object":"repo signal","text":"coreweave/cwsandbox-recipes is classified as repo signal."},{"subject":"coreweave/cwsandbox-recipes","predicate":"belongs to","object":"repos desk","text":"coreweave/cwsandbox-recipes belongs to repos desk."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has context","object":"Python","text":"coreweave/cwsandbox-recipes has context Python."},{"subject":"coreweave/cwsandbox-recipes","predicate":"has evidence coverage","object":"1 captured evidence page","text":"coreweave/cwsandbox-recipes has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1b848f26-e09c-4d0e-82d4-3e9b6fe4436f","url":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f","json_url":"https://onlylabs.fyi/signals/1b848f26-e09c-4d0e-82d4-3e9b6fe4436f/signal.json","source_url":"https://github.com/coreweave/cwsandbox-recipes","title":"coreweave/cwsandbox-recipes","summary":"CoreWeave 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":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-09-11T21:26:07+00:00","first_seen_at":"2026-09-16T07:01:00.213682+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/coreweave/cwsandbox-recipes"]},"facets":{"repo":"coreweave/cwsandbox-recipes","language":"Python"},"traction":{"github_stars":2,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/coreweave/cwsandbox-recipes","final_url":"https://github.com/coreweave/cwsandbox-recipes","title":"coreweave/cwsandbox-recipes repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-16T07:03:00.977823+00:00","bytes":9789,"raw_path":"f820be7b7e432de31c1150ef824a8e5541d4fdfd0614794ba9bea1332b212b88.json","content_hash":"5c5c6827f4fcb1c05fcce043481a653ffa897d0bb546f6b0615d03e9fb9e281e","excerpt_chars":1200,"truncated":true,"excerpt":"coreweave/cwsandbox-recipes Description: Examples for running AI workloads in CoreWeave Sandboxes Language: Python License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-09-11T21:26:07Z Pushed: 2026-09-11T21:36:48Z Default branch: main Fork: no Archived: no README: CoreWeave Sandbox Recipes Practical, runnable examples of AI workloads on [CoreWeave Sandboxes](https://docs.coreweave.com/products/sandboxes). Sandboxes are isolated compute environments with serverless and CoreWeave Kubernetes Service (CKS) placement options. Create CPU or GPU workloads from Python with the `cwsandbox` SDK, not the retired `wandb[sandbox]` wrapper. See the [get started guide](https://docs.coreweave.com/products/sandboxes/get-started). Recipes | Recipe | What it shows | Hardware | |---|---|---| | [`taubench-verl`](recipes/taubench-verl/) | RL training (GRPO) of a tool-using agent on tau-bench with veRL. GPU sandbox or optional SkyPilot/CKS trainer; per-worker CPU sandbox pools, serverless by default. W&B Models metrics, optional Weave traces, and checkpoint reference artifacts. | 8x H100 + CPU pools | Getting started 1. Pick a recipe and open its README. 2. Copy its `.env.example` to `.env`..."},"evidence_pages":[],"related_signals":[{"id":"43c7ad79-7cdc-480e-8fb5-49df0eae956b","url":"https://onlylabs.fyi/signals/43c7ad79-7cdc-480e-8fb5-49df0eae956b","source_url":"https://github.com/coreweave/serverless-inference-openclaw-plugin","title":"coreweave/serverless-inference-openclaw-plugin","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-10-02T18:12:36+00:00","first_seen_at":"2026-10-08T07:01:03.505632+00:00","date_source":"source"},{"id":"a420f277-12be-4eca-8211-2377d0c91213","url":"https://onlylabs.fyi/signals/a420f277-12be-4eca-8211-2377d0c91213","source_url":"https://github.com/coreweave/forge-agent-lens-for-codex","title":"coreweave/forge-agent-lens-for-codex","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-09-30T00:32:41+00:00","first_seen_at":"2026-10-09T07:01:00.713354+00:00","date_source":"source"},{"id":"9b7dba29-9d5c-40c7-bb39-32a6b098dfbf","url":"https://onlylabs.fyi/signals/9b7dba29-9d5c-40c7-bb39-32a6b098dfbf","source_url":"https://github.com/coreweave/forge-agent-lens-for-google-antigravity","title":"coreweave/forge-agent-lens-for-google-antigravity","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-09-28T22:15:13+00:00","first_seen_at":"2026-09-29T07:01:03.311905+00:00","date_source":"source"},{"id":"25859fc2-ba47-4f00-a34e-02cfcc98f534","url":"https://onlylabs.fyi/signals/25859fc2-ba47-4f00-a34e-02cfcc98f534","source_url":"https://github.com/coreweave/cws-agent","title":"coreweave/cws-agent","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-09-15T23:00:44+00:00","first_seen_at":"2026-09-16T07:01:00.213682+00:00","date_source":"source"},{"id":"d0694c93-dd95-48e1-8d71-fa87922f5343","url":"https://onlylabs.fyi/signals/d0694c93-dd95-48e1-8d71-fa87922f5343","source_url":"https://github.com/coreweave/kueue-hero-workload-controller","title":"coreweave/kueue-hero-workload-controller","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-09-01T21:30:19+00:00","first_seen_at":"2026-09-03T07:01:00.489796+00:00","date_source":"source"},{"id":"adbf1360-4e99-4cdc-bc1b-1738af1aa7e3","url":"https://onlylabs.fyi/signals/adbf1360-4e99-4cdc-bc1b-1738af1aa7e3","source_url":"https://github.com/coreweave/cwsandbox-js","title":"coreweave/cwsandbox-js","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"coreweave","name":"CoreWeave","category":"neocloud"},"occurred_at":"2026-07-21T18:21:22+00:00","first_seen_at":"2026-07-25T07:00:54.380453+00:00","date_source":"source"}]}