{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Release: replicate/cog v0.20.0","description":"Replicate release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","json_url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6/signal.json","generated_at":"2026-06-11T03:38:56.568386+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/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","signal_json":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6/signal.json","source":"https://github.com/replicate/cog/releases/tag/v0.20.0","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Replicate published replicate/cog v0.20.0 (replicate/cog). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: New version of ML container tool · v0.20.0 Repository: replicate/cog Tag: v0.20.0 Published: 2026-05-19T23:00:03Z Prerelease: no Release notes: New features - **`cog run` command.** The `cog predict`.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/replicate/cog/releases/tag/v0.20.0","source_host":"github.com","occurred_at":"2026-05-19T23:00:03+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source","context":"replicate/cog"},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"replicate/cog","source":"source"},{"label":"Release","value":"v0.20.0","source":"source"},{"label":"Notability","value":"New version of ML container tool","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/releases/tag/v0.20.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:38:56.568386+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6/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":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/cog/releases/tag/v0.20.0","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":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","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 release signal \"replicate/cog v0.20.0\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/cog v0.20.0","text":"Replicate released replicate/cog v0.20.0."},{"subject":"replicate/cog v0.20.0","predicate":"is classified as","object":"release signal","text":"replicate/cog v0.20.0 is classified as release signal."},{"subject":"replicate/cog v0.20.0","predicate":"belongs to","object":"releases desk","text":"replicate/cog v0.20.0 belongs to releases desk."},{"subject":"replicate/cog v0.20.0","predicate":"has context","object":"replicate/cog","text":"replicate/cog v0.20.0 has context replicate/cog."},{"subject":"replicate/cog v0.20.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/cog v0.20.0 has evidence coverage 1 captured evidence page."},{"subject":"replicate/cog v0.20.0","predicate":"has captured page count","object":"1","text":"replicate/cog v0.20.0 has captured page count 1."},{"subject":"replicate/cog v0.20.0","predicate":"has readable page count","object":"1","text":"replicate/cog v0.20.0 has readable page count 1."},{"subject":"replicate/cog v0.20.0","predicate":"has related signal count","object":"6","text":"replicate/cog v0.20.0 has related signal count 6."},{"subject":"replicate/cog v0.20.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"replicate/cog v0.20.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"replicate/cog v0.20.0","predicate":"has source host","object":"github.com","text":"replicate/cog v0.20.0 has source host github.com."},{"subject":"replicate/cog v0.20.0","predicate":"has lab","object":"Replicate","text":"replicate/cog v0.20.0 has lab Replicate."},{"subject":"replicate/cog v0.20.0","predicate":"has signal desk","object":"releases","text":"replicate/cog v0.20.0 has signal desk releases."},{"subject":"replicate/cog v0.20.0","predicate":"has source host","object":"github.com","text":"replicate/cog v0.20.0 has source host github.com."},{"subject":"replicate/cog v0.20.0","predicate":"has repository","object":"replicate/cog","text":"replicate/cog v0.20.0 has repository replicate/cog."},{"subject":"replicate/cog v0.20.0","predicate":"has release","object":"v0.20.0","text":"replicate/cog v0.20.0 has release v0.20.0."},{"subject":"replicate/cog v0.20.0","predicate":"has notability","object":"New version of ML container tool","text":"replicate/cog v0.20.0 has notability New version of ML container tool."},{"subject":"replicate/cog v0.20.0","predicate":"has watch term","object":"Data pipeline","text":"replicate/cog v0.20.0 has watch term Data pipeline."},{"subject":"replicate/cog v0.20.0","predicate":"has watch term","object":"Infrastructure","text":"replicate/cog v0.20.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Replicate published replicate/cog v0.20.0 (replicate/cog). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: New version of ML container tool · v0.20.0 Repository: replicate/cog Tag: v0.20.0 Published: 2026-05-19T23:00:03Z Prerelease: no Release notes: New features - **`cog run` command.** The `cog predict`.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/cog v0.20.0","text":"Replicate released replicate/cog v0.20.0."},{"subject":"replicate/cog v0.20.0","predicate":"is classified as","object":"release signal","text":"replicate/cog v0.20.0 is classified as release signal."},{"subject":"replicate/cog v0.20.0","predicate":"belongs to","object":"releases desk","text":"replicate/cog v0.20.0 belongs to releases desk."},{"subject":"replicate/cog v0.20.0","predicate":"has context","object":"replicate/cog","text":"replicate/cog v0.20.0 has context replicate/cog."},{"subject":"replicate/cog v0.20.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/cog v0.20.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","json_url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6/signal.json","source_url":"https://github.com/replicate/cog/releases/tag/v0.20.0","title":"replicate/cog v0.20.0","summary":"Replicate published release notes. onlylabs watches releases for what actually shipped.","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-19T23:00:03+00:00","first_seen_at":"2026-06-06T01:49:54.629051+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/releases/tag/v0.20.0"]},"facets":{"repo":"replicate/cog"},"traction":{"github_stars":null,"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/releases/tag/v0.20.0","final_url":"https://github.com/replicate/cog/releases/tag/v0.20.0","title":"replicate/cog v0.20.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:38:56.568386+00:00","bytes":24796,"raw_path":"57854639a2cb99616d557d2c10db1ef0ff612a4af27e7390c0620be3c24c22aa.json","content_hash":"4a4b422a0240ac3b194f25d2ce19ac2bcba96ab4513e7b514665b67457d563c1","excerpt_chars":1200,"truncated":true,"excerpt":"v0.20.0 Repository: replicate/cog Tag: v0.20.0 Published: 2026-05-19T23:00:03Z Prerelease: no Release notes: New features - **`cog run` command.** The `cog predict` command has been renamed to `cog run` with full backward compatibility. `cog predict` still works as an alias. 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(#3000) - **Support..."},"evidence_pages":[{"url":"https://github.com/replicate/cog/releases/tag/v0.20.0","final_url":"https://github.com/replicate/cog/releases/tag/v0.20.0","title":"replicate/cog v0.20.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:38:56.568386+00:00","bytes":24796,"raw_path":"57854639a2cb99616d557d2c10db1ef0ff612a4af27e7390c0620be3c24c22aa.json","content_hash":"4a4b422a0240ac3b194f25d2ce19ac2bcba96ab4513e7b514665b67457d563c1","excerpt_chars":1200,"truncated":true,"excerpt":"v0.20.0 Repository: replicate/cog Tag: v0.20.0 Published: 2026-05-19T23:00:03Z Prerelease: no Release notes: New features - **`cog run` command.** The `cog predict` command has been renamed to `cog run` with full backward compatibility. `cog predict` still works as an alias. (#3015) - **Model refs for `cog push` and weights commands.** You can now reference models by name (e.g., `r8.im/user/model`) instead of full image URLs when pushing or managing weights. (#3018) - **Multi-source weights and HTTPS weight sources.** Weights can now be fetched from multiple sources, including direct HTTPS URLs. (#3008) - **Opaque annotations in schema generation.** Predictor inputs can use the new `Opaque` annotation to exclude fields from the generated schema. (#3001) Improvements - **Runtime schema generation fully removed.** The legacy runtime Python schema generation path has been completely removed. Cog exclusively uses static schema generation, making builds faster and more reliable. (#3003) - **Centralized build state and cleaner Docker context.** Cog now stores build state in a dedicated `.cog/` directory that is automatically filtered from the Docker build context. (#3000) - **Support..."}],"related_signals":[{"id":"a1f92851-6efe-4cd3-a510-179f1b01c5c8","url":"https://onlylabs.fyi/signals/a1f92851-6efe-4cd3-a510-179f1b01c5c8","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.3","title":"replicate/cog v0.21.0-rc.3","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-06-05T14:49:43+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"d5b2b756-e275-4430-8bf9-fedac404599e","url":"https://onlylabs.fyi/signals/d5b2b756-e275-4430-8bf9-fedac404599e","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.2","title":"replicate/cog v0.21.0-rc.2","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-06-02T19:23:01+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"ce05f875-fbe2-43c5-986c-64de8226525a","url":"https://onlylabs.fyi/signals/ce05f875-fbe2-43c5-986c-64de8226525a","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.1","title":"replicate/cog v0.21.0-rc.1","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-29T16:25:07+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"e1f65ba4-9409-4e7a-8728-a7257fe48e53","url":"https://onlylabs.fyi/signals/e1f65ba4-9409-4e7a-8728-a7257fe48e53","source_url":"https://github.com/replicate/pget/releases/tag/v0.11.1","title":"replicate/pget v0.11.1","context":"replicate/pget","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-08T22:54:11+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"bfc414b6-e639-49d1-ad4d-7664c9ba189a","url":"https://onlylabs.fyi/signals/bfc414b6-e639-49d1-ad4d-7664c9ba189a","source_url":"https://github.com/replicate/cog/releases/tag/v0.19.3","title":"replicate/cog v0.19.3","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-04T22:26:04+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"b6b62a6b-4a41-4f1d-8456-9f4535960b22","url":"https://onlylabs.fyi/signals/b6b62a6b-4a41-4f1d-8456-9f4535960b22","source_url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.4","title":"replicate/replicate-python-beta v2.0.0-beta.4","context":"replicate/replicate-python-beta","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-12-18T19:51:16+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"}]}