{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Release: replicate/keepsake v0.4.1","description":"Replicate release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3282d506-3236-4d16-af3b-dd3593aac76c","json_url":"https://onlylabs.fyi/signals/3282d506-3236-4d16-af3b-dd3593aac76c/signal.json","generated_at":"2026-06-11T03:38:59.827779+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/3282d506-3236-4d16-af3b-dd3593aac76c","signal_json":"https://onlylabs.fyi/signals/3282d506-3236-4d16-af3b-dd3593aac76c/signal.json","source":"https://github.com/replicate/keepsake/releases/tag/v0.4.1","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/keepsake v0.4.1 (replicate/keepsake). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Keepsake 0.4.1 Repository: replicate/keepsake Tag: v0.4.1 Published: 2021-03-10T00:41:28Z Prerelease: no Release notes: Just a few bugs squished: - Prefix some private.... 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/keepsake/releases/tag/v0.4.1","source_host":"github.com","occurred_at":"2021-03-10T00:41:28+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source","context":"replicate/keepsake"},"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/keepsake","source":"source"},{"label":"Release","value":"Keepsake 0.4.1","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/keepsake/releases/tag/v0.4.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:38:59.827779+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3282d506-3236-4d16-af3b-dd3593aac76c/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/3282d506-3236-4d16-af3b-dd3593aac76c/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/keepsake/releases/tag/v0.4.1","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/keepsake v0.4.1\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/keepsake v0.4.1","text":"Replicate released replicate/keepsake v0.4.1."},{"subject":"replicate/keepsake v0.4.1","predicate":"is classified as","object":"release signal","text":"replicate/keepsake v0.4.1 is classified as release signal."},{"subject":"replicate/keepsake v0.4.1","predicate":"belongs to","object":"releases desk","text":"replicate/keepsake v0.4.1 belongs to releases desk."},{"subject":"replicate/keepsake v0.4.1","predicate":"has context","object":"replicate/keepsake","text":"replicate/keepsake v0.4.1 has context replicate/keepsake."},{"subject":"replicate/keepsake v0.4.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/keepsake v0.4.1 has evidence coverage 1 captured evidence page."},{"subject":"replicate/keepsake v0.4.1","predicate":"has captured page count","object":"1","text":"replicate/keepsake v0.4.1 has captured page count 1."},{"subject":"replicate/keepsake v0.4.1","predicate":"has readable page count","object":"1","text":"replicate/keepsake v0.4.1 has readable page count 1."},{"subject":"replicate/keepsake v0.4.1","predicate":"has related signal count","object":"6","text":"replicate/keepsake v0.4.1 has related signal count 6."},{"subject":"replicate/keepsake v0.4.1","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/keepsake v0.4.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"replicate/keepsake v0.4.1","predicate":"has source host","object":"github.com","text":"replicate/keepsake v0.4.1 has source host github.com."},{"subject":"replicate/keepsake v0.4.1","predicate":"has lab","object":"Replicate","text":"replicate/keepsake v0.4.1 has lab Replicate."},{"subject":"replicate/keepsake v0.4.1","predicate":"has signal desk","object":"releases","text":"replicate/keepsake v0.4.1 has signal desk releases."},{"subject":"replicate/keepsake v0.4.1","predicate":"has source host","object":"github.com","text":"replicate/keepsake v0.4.1 has source host github.com."},{"subject":"replicate/keepsake v0.4.1","predicate":"has repository","object":"replicate/keepsake","text":"replicate/keepsake v0.4.1 has repository replicate/keepsake."},{"subject":"replicate/keepsake v0.4.1","predicate":"has release","object":"Keepsake 0.4.1","text":"replicate/keepsake v0.4.1 has release Keepsake 0.4.1."}]},"intelligence":{"signal_desk":"releases","answer":"Replicate published replicate/keepsake v0.4.1 (replicate/keepsake). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Keepsake 0.4.1 Repository: replicate/keepsake Tag: v0.4.1 Published: 2021-03-10T00:41:28Z Prerelease: no Release notes: Just a few bugs squished: - Prefix some private.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/keepsake v0.4.1","text":"Replicate released replicate/keepsake v0.4.1."},{"subject":"replicate/keepsake v0.4.1","predicate":"is classified as","object":"release signal","text":"replicate/keepsake v0.4.1 is classified as release signal."},{"subject":"replicate/keepsake v0.4.1","predicate":"belongs to","object":"releases desk","text":"replicate/keepsake v0.4.1 belongs to releases desk."},{"subject":"replicate/keepsake v0.4.1","predicate":"has context","object":"replicate/keepsake","text":"replicate/keepsake v0.4.1 has context replicate/keepsake."},{"subject":"replicate/keepsake v0.4.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/keepsake v0.4.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3282d506-3236-4d16-af3b-dd3593aac76c","url":"https://onlylabs.fyi/signals/3282d506-3236-4d16-af3b-dd3593aac76c","json_url":"https://onlylabs.fyi/signals/3282d506-3236-4d16-af3b-dd3593aac76c/signal.json","source_url":"https://github.com/replicate/keepsake/releases/tag/v0.4.1","title":"replicate/keepsake v0.4.1","summary":"Replicate published release notes. onlylabs watches releases for what actually shipped.","context":"replicate/keepsake","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2021-03-10T00:41:28+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/keepsake/releases/tag/v0.4.1"]},"facets":{"repo":"replicate/keepsake"},"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/keepsake/releases/tag/v0.4.1","final_url":"https://github.com/replicate/keepsake/releases/tag/v0.4.1","title":"replicate/keepsake v0.4.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:38:59.827779+00:00","bytes":2766,"raw_path":"e704f86fd17e3b84ce119775990fcc4e2ae60ae70fe9e3d3321af503905eb590.json","content_hash":"3642f6d089a08baf7223efcae8d790d42191b370acee480eeec8d65aa1953ec0","excerpt_chars":1200,"truncated":false,"excerpt":"Keepsake 0.4.1 Repository: replicate/keepsake Tag: v0.4.1 Published: 2021-03-10T00:41:28Z Prerelease: no Release notes: Just a few bugs squished: - Prefix some private Python APIs with underscores so they don't mess with IDE auto-complete. #542 (thanks @gabrielmbmb!) - Fix different plots being written on the same plot with incorrect axes. #553 (thanks @enochkan!) - Use `AWS_DEFAULT_REGION` environment variable to determine what region to create S3 buckets in. #561 - Correctly throw error if `path` passed to `checkpoint()` does not exist. #556 - Fix an issue where if only a single file was saved, then checkout would fail. #560 - Bump dependencies. (thanks @dependabot!) Run `pip install -U keepsake` to get the new goodness."},"evidence_pages":[{"url":"https://github.com/replicate/keepsake/releases/tag/v0.4.1","final_url":"https://github.com/replicate/keepsake/releases/tag/v0.4.1","title":"replicate/keepsake v0.4.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:38:59.827779+00:00","bytes":2766,"raw_path":"e704f86fd17e3b84ce119775990fcc4e2ae60ae70fe9e3d3321af503905eb590.json","content_hash":"3642f6d089a08baf7223efcae8d790d42191b370acee480eeec8d65aa1953ec0","excerpt_chars":1200,"truncated":false,"excerpt":"Keepsake 0.4.1 Repository: replicate/keepsake Tag: v0.4.1 Published: 2021-03-10T00:41:28Z Prerelease: no Release notes: Just a few bugs squished: - Prefix some private Python APIs with underscores so they don't mess with IDE auto-complete. #542 (thanks @gabrielmbmb!) - Fix different plots being written on the same plot with incorrect axes. #553 (thanks @enochkan!) - Use `AWS_DEFAULT_REGION` environment variable to determine what region to create S3 buckets in. #561 - Correctly throw error if `path` passed to `checkpoint()` does not exist. #556 - Fix an issue where if only a single file was saved, then checkout would fail. #560 - Bump dependencies. (thanks @dependabot!) Run `pip install -U keepsake` to get the new goodness."}],"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"}]}