{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Repo: replicate/cog-official-openai-clip","description":"Replicate repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a","json_url":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a/signal.json","generated_at":"2026-06-11T04:09:23.35722+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a","signal_json":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a/signal.json","source":"https://github.com/replicate/cog-official-openai-clip","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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":"Replicate published replicate/cog-official-openai-clip (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo replicate/cog-official-openai-clip · language Python · Official Cog for CLIP model. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/replicate/cog-official-openai-clip","source_host":"github.com","occurred_at":"2025-07-31T17:48:29+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"replicate/cog-official-openai-clip","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Notability","value":"Official Cog for CLIP model","source":"signal"},{"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/replicate/cog-official-openai-clip"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:23.35722+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a/signal.json","dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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/b9d49811-9b8a-4dd8-bd7a-98e802988e2a/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/cog-official-openai-clip","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/replicate/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/replicate/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 Replicate's repo signal \"replicate/cog-official-openai-clip\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/cog-official-openai-clip","text":"Replicate published repo replicate/cog-official-openai-clip."},{"subject":"replicate/cog-official-openai-clip","predicate":"is classified as","object":"repo signal","text":"replicate/cog-official-openai-clip is classified as repo signal."},{"subject":"replicate/cog-official-openai-clip","predicate":"belongs to","object":"repos desk","text":"replicate/cog-official-openai-clip belongs to repos desk."},{"subject":"replicate/cog-official-openai-clip","predicate":"has context","object":"Python","text":"replicate/cog-official-openai-clip has context Python."},{"subject":"replicate/cog-official-openai-clip","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/cog-official-openai-clip has evidence coverage 1 captured evidence page."},{"subject":"replicate/cog-official-openai-clip","predicate":"has captured page count","object":"1","text":"replicate/cog-official-openai-clip has captured page count 1."},{"subject":"replicate/cog-official-openai-clip","predicate":"has readable page count","object":"1","text":"replicate/cog-official-openai-clip has readable page count 1."},{"subject":"replicate/cog-official-openai-clip","predicate":"has related signal count","object":"6","text":"replicate/cog-official-openai-clip has related signal count 6."},{"subject":"replicate/cog-official-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":"replicate/cog-official-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":"replicate/cog-official-openai-clip","predicate":"has source host","object":"github.com","text":"replicate/cog-official-openai-clip has source host github.com."},{"subject":"replicate/cog-official-openai-clip","predicate":"has lab","object":"Replicate","text":"replicate/cog-official-openai-clip has lab Replicate."},{"subject":"replicate/cog-official-openai-clip","predicate":"has signal desk","object":"repos","text":"replicate/cog-official-openai-clip has signal desk repos."},{"subject":"replicate/cog-official-openai-clip","predicate":"has source host","object":"github.com","text":"replicate/cog-official-openai-clip has source host github.com."},{"subject":"replicate/cog-official-openai-clip","predicate":"has repository","object":"replicate/cog-official-openai-clip","text":"replicate/cog-official-openai-clip has repository replicate/cog-official-openai-clip."},{"subject":"replicate/cog-official-openai-clip","predicate":"has language","object":"Python","text":"replicate/cog-official-openai-clip has language Python."},{"subject":"replicate/cog-official-openai-clip","predicate":"has notability","object":"Official Cog for CLIP model","text":"replicate/cog-official-openai-clip has notability Official Cog for CLIP model."},{"subject":"replicate/cog-official-openai-clip","predicate":"has watch term","object":"Data pipeline","text":"replicate/cog-official-openai-clip has watch term Data pipeline."},{"subject":"replicate/cog-official-openai-clip","predicate":"has watch term","object":"Infrastructure","text":"replicate/cog-official-openai-clip has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Replicate published replicate/cog-official-openai-clip (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo replicate/cog-official-openai-clip · language Python · Official Cog for CLIP model. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/cog-official-openai-clip","text":"Replicate published repo replicate/cog-official-openai-clip."},{"subject":"replicate/cog-official-openai-clip","predicate":"is classified as","object":"repo signal","text":"replicate/cog-official-openai-clip is classified as repo signal."},{"subject":"replicate/cog-official-openai-clip","predicate":"belongs to","object":"repos desk","text":"replicate/cog-official-openai-clip belongs to repos desk."},{"subject":"replicate/cog-official-openai-clip","predicate":"has context","object":"Python","text":"replicate/cog-official-openai-clip has context Python."},{"subject":"replicate/cog-official-openai-clip","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/cog-official-openai-clip has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b9d49811-9b8a-4dd8-bd7a-98e802988e2a","url":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a","json_url":"https://onlylabs.fyi/signals/b9d49811-9b8a-4dd8-bd7a-98e802988e2a/signal.json","source_url":"https://github.com/replicate/cog-official-openai-clip","title":"replicate/cog-official-openai-clip","summary":"Replicate 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":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-07-31T17:48:29+00:00","first_seen_at":"2026-06-05T22:32:13.390047+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/replicate/cog-official-openai-clip"]},"facets":{"repo":"replicate/cog-official-openai-clip","language":"Python"},"traction":{"github_stars":0,"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/replicate/cog-official-openai-clip","final_url":"https://github.com/replicate/cog-official-openai-clip","title":"replicate/cog-official-openai-clip repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:23.35722+00:00","bytes":19736,"raw_path":"3b528b9690e21fe341091669befc5f28a2883ccba7b6a074ec581be99196e9f4.json","content_hash":"4e12d30d8cb034e680dc8abea6bc47e6aff443b9d89f81eb71f3189bdab9b2ea","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/cog-official-openai-clip Description: 📎 Official implementation of OpenAI's CLIP for Replicate (a Cogified version) 🖇️ Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-07-31T17:48:29Z Pushed: 2026-04-15T05:57:07Z Default branch: main Fork: no Archived: no README: CLIP [![Replicate](https://replicate.com/openai/clip/badge)](https://replicate.com/openai/clip) OpenAI's CLIP understands both text and images. Give it either one, and you get back a 768-dimensional vector that captures what it means. What you can do with CLIP CLIP turns text and images into vectors. Since the vectors are in the same space, you can compare them to find similarities across different types of content. **🔍 Search by meaning, not keywords.** Upload a photo of a red sports car, and CLIP can find text descriptions that match it, like \"fast red vehicle\" or \"crimson automobile.\" **🛍️ Build recommendation systems.** Get vectors for your product images and customer searches, then find the closest matches. **📁 Organize content automatically.** Group similar images together or tag them based on text descriptions. **🔎 Create multimodal search engines.** Let people search..."},"evidence_pages":[{"url":"https://github.com/replicate/cog-official-openai-clip","final_url":"https://github.com/replicate/cog-official-openai-clip","title":"replicate/cog-official-openai-clip repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:23.35722+00:00","bytes":19736,"raw_path":"3b528b9690e21fe341091669befc5f28a2883ccba7b6a074ec581be99196e9f4.json","content_hash":"4e12d30d8cb034e680dc8abea6bc47e6aff443b9d89f81eb71f3189bdab9b2ea","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/cog-official-openai-clip Description: 📎 Official implementation of OpenAI's CLIP for Replicate (a Cogified version) 🖇️ Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-07-31T17:48:29Z Pushed: 2026-04-15T05:57:07Z Default branch: main Fork: no Archived: no README: CLIP [![Replicate](https://replicate.com/openai/clip/badge)](https://replicate.com/openai/clip) OpenAI's CLIP understands both text and images. Give it either one, and you get back a 768-dimensional vector that captures what it means. What you can do with CLIP CLIP turns text and images into vectors. Since the vectors are in the same space, you can compare them to find similarities across different types of content. **🔍 Search by meaning, not keywords.** Upload a photo of a red sports car, and CLIP can find text descriptions that match it, like \"fast red vehicle\" or \"crimson automobile.\" **🛍️ Build recommendation systems.** Get vectors for your product images and customer searches, then find the closest matches. **📁 Organize content automatically.** Group similar images together or tag them based on text descriptions. **🔎 Create multimodal search engines.** Let people search..."}],"related_signals":[{"id":"1db23f7d-6f2c-4c4d-a72e-13e4571ab215","url":"https://onlylabs.fyi/signals/1db23f7d-6f2c-4c4d-a72e-13e4571ab215","source_url":"https://github.com/replicate/getting-started-vinext","title":"replicate/getting-started-vinext","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-24T21:02:36+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"839ba0f4-1476-4d41-8a21-a7229404068c","url":"https://onlylabs.fyi/signals/839ba0f4-1476-4d41-8a21-a7229404068c","source_url":"https://github.com/replicate/skills","title":"replicate/skills","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-16T04:57:43+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"7859f548-12fd-4e47-869f-6cd6e9b89b7c","url":"https://onlylabs.fyi/signals/7859f548-12fd-4e47-869f-6cd6e9b89b7c","source_url":"https://github.com/replicate/image-editing-arena","title":"replicate/image-editing-arena","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-25T21:37:30+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"024a8173-5843-4a5f-b99f-d614881620a1","url":"https://onlylabs.fyi/signals/024a8173-5843-4a5f-b99f-d614881620a1","source_url":"https://github.com/replicate/replicate-langchain","title":"replicate/replicate-langchain","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-20T22:40:29+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"eeeccbb1-b0ff-4c2e-9b43-59541c3b203b","url":"https://onlylabs.fyi/signals/eeeccbb1-b0ff-4c2e-9b43-59541c3b203b","source_url":"https://github.com/replicate/replicate-mcp-code-mode","title":"replicate/replicate-mcp-code-mode","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-13T20:12:39+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"d3f1eb7e-9b05-4c64-94d6-5802bafeb63f","url":"https://onlylabs.fyi/signals/d3f1eb7e-9b05-4c64-94d6-5802bafeb63f","source_url":"https://github.com/replicate/cursedsit.com","title":"replicate/cursedsit.com","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-10-30T16:14:21+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"}]}