{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Release: replicate/cog v0.21.0","description":"Replicate release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4869abe5-8a47-4e97-a9ac-c678f31dab5c","json_url":"https://onlylabs.fyi/signals/4869abe5-8a47-4e97-a9ac-c678f31dab5c/signal.json","generated_at":"2026-06-27T01:45:51.337Z","evidence_latest_fetched_at":"2026-06-17T07:02:37.58734+00:00","signal_first_seen_at":"2026-06-17T07:01:56.028908+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/4869abe5-8a47-4e97-a9ac-c678f31dab5c","signal_json":"https://onlylabs.fyi/signals/4869abe5-8a47-4e97-a9ac-c678f31dab5c/signal.json","source":"https://github.com/replicate/cog/releases/tag/v0.21.0","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 v0.21.0 (replicate/cog). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Open-source tool to containerize ML models for deployment. · v0.21.0 Repository: replicate/cog Tag: v0.21.0 Published: 2026-06-16T20:30:15Z Prerelease: no Release notes: New features - **Server-Sent Event prediction streams.**.... 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/v0.21.0","source_host":"github.com","occurred_at":"2026-06-16T20:30:15+00:00","first_seen_at":"2026-06-17T07:01:56.028908+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":"v0.21.0","source":"source"},{"label":"Context","value":"Open-source tool to containerize ML models for deployment.","source":"signal"},{"label":"Notability","value":"Routine version update of Cog packaging tool.","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/replicate/cog/releases/tag/v0.21.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-17T07:02:37.58734+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4869abe5-8a47-4e97-a9ac-c678f31dab5c/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/4869abe5-8a47-4e97-a9ac-c678f31dab5c/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/cog/releases/tag/v0.21.0","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 v0.21.0\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/cog v0.21.0","text":"Replicate released replicate/cog v0.21.0."},{"subject":"replicate/cog v0.21.0","predicate":"is classified as","object":"release signal","text":"replicate/cog v0.21.0 is classified as release signal."},{"subject":"replicate/cog v0.21.0","predicate":"belongs to","object":"releases desk","text":"replicate/cog v0.21.0 belongs to releases desk."},{"subject":"replicate/cog v0.21.0","predicate":"has context","object":"replicate/cog","text":"replicate/cog v0.21.0 has context replicate/cog."},{"subject":"replicate/cog v0.21.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/cog v0.21.0 has evidence coverage 1 captured evidence page."},{"subject":"replicate/cog v0.21.0","predicate":"has captured page count","object":"1","text":"replicate/cog v0.21.0 has captured page count 1."},{"subject":"replicate/cog v0.21.0","predicate":"has readable page count","object":"1","text":"replicate/cog v0.21.0 has readable page count 1."},{"subject":"replicate/cog v0.21.0","predicate":"has related signal count","object":"6","text":"replicate/cog v0.21.0 has related signal count 6."},{"subject":"replicate/cog v0.21.0","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 v0.21.0 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 v0.21.0","predicate":"has source host","object":"github.com","text":"replicate/cog v0.21.0 has source host github.com."},{"subject":"replicate/cog v0.21.0","predicate":"has lab","object":"Replicate","text":"replicate/cog v0.21.0 has lab Replicate."},{"subject":"replicate/cog v0.21.0","predicate":"has signal desk","object":"releases","text":"replicate/cog v0.21.0 has signal desk releases."},{"subject":"replicate/cog v0.21.0","predicate":"has source host","object":"github.com","text":"replicate/cog v0.21.0 has source host github.com."},{"subject":"replicate/cog v0.21.0","predicate":"has repository","object":"replicate/cog","text":"replicate/cog v0.21.0 has repository replicate/cog."},{"subject":"replicate/cog v0.21.0","predicate":"has release","object":"v0.21.0","text":"replicate/cog v0.21.0 has release v0.21.0."},{"subject":"replicate/cog v0.21.0","predicate":"has context","object":"Open-source tool to containerize ML models for deployment.","text":"replicate/cog v0.21.0 has context Open-source tool to containerize ML models for deployment.."},{"subject":"replicate/cog v0.21.0","predicate":"has notability","object":"Routine version update of Cog packaging tool.","text":"replicate/cog v0.21.0 has notability Routine version update of Cog packaging tool.."},{"subject":"replicate/cog v0.21.0","predicate":"has watch term","object":"Data pipeline","text":"replicate/cog v0.21.0 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"releases","answer":"Replicate published replicate/cog v0.21.0 (replicate/cog). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Open-source tool to containerize ML models for deployment. · v0.21.0 Repository: replicate/cog Tag: v0.21.0 Published: 2026-06-16T20:30:15Z Prerelease: no Release notes: New features - **Server-Sent Event prediction streams.**.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/cog v0.21.0","text":"Replicate released replicate/cog v0.21.0."},{"subject":"replicate/cog v0.21.0","predicate":"is classified as","object":"release signal","text":"replicate/cog v0.21.0 is classified as release signal."},{"subject":"replicate/cog v0.21.0","predicate":"belongs to","object":"releases desk","text":"replicate/cog v0.21.0 belongs to releases desk."},{"subject":"replicate/cog v0.21.0","predicate":"has context","object":"replicate/cog","text":"replicate/cog v0.21.0 has context replicate/cog."},{"subject":"replicate/cog v0.21.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/cog v0.21.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4869abe5-8a47-4e97-a9ac-c678f31dab5c","url":"https://onlylabs.fyi/signals/4869abe5-8a47-4e97-a9ac-c678f31dab5c","json_url":"https://onlylabs.fyi/signals/4869abe5-8a47-4e97-a9ac-c678f31dab5c/signal.json","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0","title":"replicate/cog v0.21.0","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":"2026-06-16T20:30:15+00:00","first_seen_at":"2026-06-17T07:01:56.028908+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/v0.21.0"]},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/replicate/cog/releases/tag/v0.21.0","final_url":"https://github.com/replicate/cog/releases/tag/v0.21.0","title":"replicate/cog v0.21.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-17T07:02:37.58734+00:00","bytes":25590,"raw_path":"ec323b721725118008f9b8c36a49be2f794576f3c9d41718220e6d6602d81d1b.json","content_hash":"abe7d215e97222439ace2ae46a75fa45251ffc8d3c12f4c9b0913b9260b37262","excerpt_chars":1200,"truncated":true,"excerpt":"v0.21.0 Repository: replicate/cog Tag: v0.21.0 Published: 2026-06-16T20:30:15Z Prerelease: no Release notes: New features - **Server-Sent Event prediction streams.** HTTP prediction requests can now ask for `Accept: text/event-stream` to receive `start`, `output`, `log`, `metric`, and terminal `completed` events for predictors that explicitly opt in with `@streaming` / `@cog.streaming`. Reconnecting clients can replay retained in-flight prediction events with `PUT /predictions/{id}`. (#3019) - **JSON-native union inputs.** Cog now supports union-typed predictor inputs in generated schemas and HTTP request handling, allowing compatible JSON-native values to be resolved correctly. (#3048) Improvements - **Example models now live in the Cog repository.** The example models from `replicate/cog-examples` have moved into this repository under `examples/`, with updated `run.py` / `BaseRunner` examples for common workflows including images, training, notebooks, streaming, concurrency, context, and Replicate API usage. (#3055) - **Experimental warning for `cog weights`.** Every `cog weights` subcommand now prints a warning that the weights workflow is experimental and should not be relied..."},"evidence_pages":[],"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":"f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","source_url":"https://github.com/replicate/cog/releases/tag/v0.20.0","title":"replicate/cog v0.20.0","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"},{"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"}]}