{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Repo: openai/CLIP","description":"OpenAI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/be42e798-b88f-4724-9244-bab29c912779","json_url":"https://onlylabs.fyi/signals/be42e798-b88f-4724-9244-bab29c912779/signal.json","generated_at":"2026-06-11T03:56:31.737311+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/be42e798-b88f-4724-9244-bab29c912779","signal_json":"https://onlylabs.fyi/signals/be42e798-b88f-4724-9244-bab29c912779/signal.json","source":"https://github.com/openai/CLIP","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"OpenAI published openai/CLIP (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 openai/CLIP · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/openai/CLIP","source_host":"github.com","occurred_at":"2020-12-16T11:24:42+00:00","first_seen_at":"2026-06-06T01:49:43.028364+00:00","date_source":"source","context":"Jupyter Notebook"},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"openai/CLIP","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"33,745","source":"traction"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"training","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/openai/CLIP"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:56:31.737311+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["training"],"score":15,"reason":"OpenAI has a repo signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/be42e798-b88f-4724-9244-bab29c912779/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Infrastructure?","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/be42e798-b88f-4724-9244-bab29c912779/signal.json","required":true},{"label":"source","url":"https://github.com/openai/CLIP","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/CLIP\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/CLIP","text":"OpenAI published repo openai/CLIP."},{"subject":"openai/CLIP","predicate":"is classified as","object":"repo signal","text":"openai/CLIP is classified as repo signal."},{"subject":"openai/CLIP","predicate":"belongs to","object":"repos desk","text":"openai/CLIP belongs to repos desk."},{"subject":"openai/CLIP","predicate":"has context","object":"Jupyter Notebook","text":"openai/CLIP has context Jupyter Notebook."},{"subject":"openai/CLIP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/CLIP has evidence coverage 1 captured evidence page."},{"subject":"openai/CLIP","predicate":"matches data-business lanes","object":"Infrastructure","text":"openai/CLIP matches data-business lanes Infrastructure."},{"subject":"openai/CLIP","predicate":"has captured page count","object":"1","text":"openai/CLIP has captured page count 1."},{"subject":"openai/CLIP","predicate":"has readable page count","object":"1","text":"openai/CLIP has readable page count 1."},{"subject":"openai/CLIP","predicate":"has related signal count","object":"6","text":"openai/CLIP has related signal count 6."},{"subject":"openai/CLIP","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/CLIP 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/CLIP","predicate":"has source host","object":"github.com","text":"openai/CLIP has source host github.com."},{"subject":"openai/CLIP","predicate":"has lab","object":"OpenAI","text":"openai/CLIP has lab OpenAI."},{"subject":"openai/CLIP","predicate":"has signal desk","object":"repos","text":"openai/CLIP has signal desk repos."},{"subject":"openai/CLIP","predicate":"has source host","object":"github.com","text":"openai/CLIP has source host github.com."},{"subject":"openai/CLIP","predicate":"has repository","object":"openai/CLIP","text":"openai/CLIP has repository openai/CLIP."},{"subject":"openai/CLIP","predicate":"has language","object":"Jupyter Notebook","text":"openai/CLIP has language Jupyter Notebook."},{"subject":"openai/CLIP","predicate":"has stars","object":"33,745","text":"openai/CLIP has stars 33,745."},{"subject":"openai/CLIP","predicate":"has radar lane","object":"Infrastructure","text":"openai/CLIP has radar lane Infrastructure."},{"subject":"openai/CLIP","predicate":"has matched term","object":"training","text":"openai/CLIP has matched term training."}]},"intelligence":{"signal_desk":"repos","answer":"OpenAI published openai/CLIP (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 openai/CLIP · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/CLIP","text":"OpenAI published repo openai/CLIP."},{"subject":"openai/CLIP","predicate":"is classified as","object":"repo signal","text":"openai/CLIP is classified as repo signal."},{"subject":"openai/CLIP","predicate":"belongs to","object":"repos desk","text":"openai/CLIP belongs to repos desk."},{"subject":"openai/CLIP","predicate":"has context","object":"Jupyter Notebook","text":"openai/CLIP has context Jupyter Notebook."},{"subject":"openai/CLIP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/CLIP has evidence coverage 1 captured evidence page."},{"subject":"openai/CLIP","predicate":"matches data-business lanes","object":"Infrastructure","text":"openai/CLIP matches data-business lanes Infrastructure."}]},"signal":{"id":"be42e798-b88f-4724-9244-bab29c912779","url":"https://onlylabs.fyi/signals/be42e798-b88f-4724-9244-bab29c912779","json_url":"https://onlylabs.fyi/signals/be42e798-b88f-4724-9244-bab29c912779/signal.json","source_url":"https://github.com/openai/CLIP","title":"openai/CLIP","summary":"OpenAI 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":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2020-12-16T11:24:42+00:00","first_seen_at":"2026-06-06T01:49:43.028364+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/CLIP"]},"facets":{"repo":"openai/CLIP","language":"Jupyter Notebook"},"traction":{"github_stars":33745,"hn_points":2,"hn_comments":0,"hn_story_id":"26373326","hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":15,"matched_terms":["training"],"reason":"OpenAI has a repo signal matching infrastructure."}},"primary_evidence_page":{"url":"https://github.com/openai/CLIP","final_url":"https://github.com/openai/CLIP","title":"openai/CLIP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:31.737311+00:00","bytes":14628,"raw_path":"d9c448bdb7978c75494cbc593a6573fb6e986d66b9cc065892697fba3cbc7c64.json","content_hash":"4db1d2e745c77a1167a0c91eecdb2098be6a5e4960466e42044b5eaa04541738","excerpt_chars":1200,"truncated":true,"excerpt":"openai/CLIP Description: CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image Language: Jupyter Notebook License: MIT Stars: 33742 Forks: 4018 Open issues: 273 Created: 2020-12-16T11:24:42Z Pushed: 2026-03-25T18:46:40Z Default branch: main Fork: no Archived: no README: CLIP [[Blog]](https://openai.com/blog/clip/) [[Paper]](https://arxiv.org/abs/2103.00020) [[Model Card]](model-card.md) [[Colab]](https://colab.research.google.com/github/openai/clip/blob/master/notebooks/Interacting_with_CLIP.ipynb) CLIP (Contrastive Language-Image Pre-Training) is a neural network trained on a variety of (image, text) pairs. It can be instructed in natural language to predict the most relevant text snippet, given an image, without directly optimizing for the task, similarly to the zero-shot capabilities of GPT-2 and 3. We found CLIP matches the performance of the original ResNet50 on ImageNet “zero-shot” without using any of the original 1.28M labeled examples, overcoming several major challenges in computer vision. Approach ![CLIP](CLIP.png) Usage First, [install PyTorch 1.7.1](https://pytorch.org/get-started/locally/) (or later) and torchvision, as..."},"evidence_pages":[{"url":"https://github.com/openai/CLIP","final_url":"https://github.com/openai/CLIP","title":"openai/CLIP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:31.737311+00:00","bytes":14628,"raw_path":"d9c448bdb7978c75494cbc593a6573fb6e986d66b9cc065892697fba3cbc7c64.json","content_hash":"4db1d2e745c77a1167a0c91eecdb2098be6a5e4960466e42044b5eaa04541738","excerpt_chars":1200,"truncated":true,"excerpt":"openai/CLIP Description: CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image Language: Jupyter Notebook License: MIT Stars: 33742 Forks: 4018 Open issues: 273 Created: 2020-12-16T11:24:42Z Pushed: 2026-03-25T18:46:40Z Default branch: main Fork: no Archived: no README: CLIP [[Blog]](https://openai.com/blog/clip/) [[Paper]](https://arxiv.org/abs/2103.00020) [[Model Card]](model-card.md) [[Colab]](https://colab.research.google.com/github/openai/clip/blob/master/notebooks/Interacting_with_CLIP.ipynb) CLIP (Contrastive Language-Image Pre-Training) is a neural network trained on a variety of (image, text) pairs. It can be instructed in natural language to predict the most relevant text snippet, given an image, without directly optimizing for the task, similarly to the zero-shot capabilities of GPT-2 and 3. We found CLIP matches the performance of the original ResNet50 on ImageNet “zero-shot” without using any of the original 1.28M labeled examples, overcoming several major challenges in computer vision. Approach ![CLIP](CLIP.png) Usage First, [install PyTorch 1.7.1](https://pytorch.org/get-started/locally/) (or later) and torchvision, as..."}],"related_signals":[{"id":"9b55a747-c2bc-494f-a3ad-ef484503c650","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","source_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-02T16:27:24+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"26c411d2-1675-4d85-a267-55c0a2a1b6b4","url":"https://onlylabs.fyi/signals/26c411d2-1675-4d85-a267-55c0a2a1b6b4","source_url":"https://github.com/openai/imagegencam","title":"openai/imagegencam","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-19T23:14:18+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"e7a21543-9852-40bb-9102-041209e64fa5","url":"https://onlylabs.fyi/signals/e7a21543-9852-40bb-9102-041209e64fa5","source_url":"https://github.com/openai/openai-cli","title":"openai/openai-cli","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-01T16:40:05+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"359b222c-96a1-40f5-b8d4-7a469ee9825c","url":"https://onlylabs.fyi/signals/359b222c-96a1-40f5-b8d4-7a469ee9825c","source_url":"https://github.com/openai/openai-realtime-meeting-assistant","title":"openai/openai-realtime-meeting-assistant","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-29T22:54:59+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"1bf8025d-8227-489e-8e04-57d8919213fc","url":"https://onlylabs.fyi/signals/1bf8025d-8227-489e-8e04-57d8919213fc","source_url":"https://github.com/openai/monitorability-evals","title":"openai/monitorability-evals","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-22T22:12:39+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"f61802fb-361e-4d2b-b871-57ea3a33fb22","url":"https://onlylabs.fyi/signals/f61802fb-361e-4d2b-b871-57ea3a33fb22","source_url":"https://github.com/openai/privacy-filter","title":"openai/privacy-filter","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-17T22:49:09+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"}]}