{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Repo: openai/redcard","description":"OpenAI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90","json_url":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90/signal.json","generated_at":"2026-07-26T18:49:25.364Z","evidence_latest_fetched_at":"2026-07-15T07:01:53.094299+00:00","signal_first_seen_at":"2026-07-15T07:00:44.518883+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90","signal_json":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90/signal.json","source":"https://github.com/openai/redcard","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"OpenAI published openai/redcard (Python). 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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","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90/signal.json","required":true},{"label":"source","url":"https://github.com/openai/redcard","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/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 OpenAI's repo signal \"openai/redcard\" for frontier lab 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1."},{"subject":"openai/redcard","predicate":"has related signal count","object":"6","text":"openai/redcard has related signal count 6."},{"subject":"openai/redcard","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":"openai/redcard 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":"openai/redcard","predicate":"has source host","object":"github.com","text":"openai/redcard has source host github.com."},{"subject":"openai/redcard","predicate":"has lab","object":"OpenAI","text":"openai/redcard has lab OpenAI."},{"subject":"openai/redcard","predicate":"has signal desk","object":"repos","text":"openai/redcard has signal desk 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/redcard · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/redcard","text":"OpenAI published repo openai/redcard."},{"subject":"openai/redcard","predicate":"is classified as","object":"repo signal","text":"openai/redcard is classified as repo signal."},{"subject":"openai/redcard","predicate":"belongs to","object":"repos desk","text":"openai/redcard belongs to repos desk."},{"subject":"openai/redcard","predicate":"has context","object":"Python","text":"openai/redcard has context Python."},{"subject":"openai/redcard","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/redcard has evidence coverage 1 captured evidence page."}]},"signal":{"id":"15b4df5d-6f2a-48cf-9027-66996ed0ff90","url":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90","json_url":"https://onlylabs.fyi/signals/15b4df5d-6f2a-48cf-9027-66996ed0ff90/signal.json","source_url":"https://github.com/openai/redcard","title":"openai/redcard","summary":"OpenAI 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":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-14T17:43:34+00:00","first_seen_at":"2026-07-15T07:00:44.518883+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/openai/redcard"]},"facets":{"repo":"openai/redcard","language":"Python"},"traction":{"github_stars":35,"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/openai/redcard","final_url":"https://github.com/openai/redcard","title":"openai/redcard repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-15T07:01:53.094299+00:00","bytes":10357,"raw_path":"f27143becb94e32eac914b3f33671bce9a90fc2e0de596688146ab4af41867d2.json","content_hash":"0d2e4b6027d1d5d2e9026a7771d221685620a717a3a36c4a92441175fb75f1e9","excerpt_chars":1200,"truncated":true,"excerpt":"openai/redcard Description: Eject yourself from work with a little help from Codex. 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What You'll Need - A Mac with ChatGPT for macOS and Codex access - Google Chrome, signed into the account you want Red Card to use - Python 3.11 or newer and the Xcode Command Line Tools - Your Mac's camera, or a connected webcam - A physical red card, or a phone showing the screen below Open [this image](https://raw.githubusercontent.com/openai/redcard/main/assets/red-card.png) full-screen on your phone—or print it—and hold it up to the webcam. 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