{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Repo: replicate/keepsake","description":"Replicate repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6b03d92f-8293-4abb-8302-bc206dad2147","json_url":"https://onlylabs.fyi/signals/6b03d92f-8293-4abb-8302-bc206dad2147/signal.json","generated_at":"2026-06-11T04:07:53.633387+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/6b03d92f-8293-4abb-8302-bc206dad2147","signal_json":"https://onlylabs.fyi/signals/6b03d92f-8293-4abb-8302-bc206dad2147/signal.json","source":"https://github.com/replicate/keepsake","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/keepsake (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/keepsake · language Python. 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/keepsake","source_host":"github.com","occurred_at":"2020-07-01T04:37:44+00:00","first_seen_at":"2026-06-06T01:49:54.629051+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/keepsake","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,675","source":"traction"},{"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/keepsake"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:53.633387+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6b03d92f-8293-4abb-8302-bc206dad2147/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/6b03d92f-8293-4abb-8302-bc206dad2147/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/keepsake","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/keepsake\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/keepsake","text":"Replicate published repo replicate/keepsake."},{"subject":"replicate/keepsake","predicate":"is classified as","object":"repo signal","text":"replicate/keepsake is classified as repo signal."},{"subject":"replicate/keepsake","predicate":"belongs to","object":"repos desk","text":"replicate/keepsake belongs to repos desk."},{"subject":"replicate/keepsake","predicate":"has context","object":"Python","text":"replicate/keepsake has context Python."},{"subject":"replicate/keepsake","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/keepsake has evidence coverage 1 captured evidence page."},{"subject":"replicate/keepsake","predicate":"has captured page count","object":"1","text":"replicate/keepsake has captured page count 1."},{"subject":"replicate/keepsake","predicate":"has readable page count","object":"1","text":"replicate/keepsake has readable page count 1."},{"subject":"replicate/keepsake","predicate":"has related signal count","object":"6","text":"replicate/keepsake has related signal count 6."},{"subject":"replicate/keepsake","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/keepsake 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/keepsake","predicate":"has source host","object":"github.com","text":"replicate/keepsake has source host github.com."},{"subject":"replicate/keepsake","predicate":"has lab","object":"Replicate","text":"replicate/keepsake has lab Replicate."},{"subject":"replicate/keepsake","predicate":"has signal desk","object":"repos","text":"replicate/keepsake has signal desk repos."},{"subject":"replicate/keepsake","predicate":"has source host","object":"github.com","text":"replicate/keepsake has source host github.com."},{"subject":"replicate/keepsake","predicate":"has repository","object":"replicate/keepsake","text":"replicate/keepsake has repository replicate/keepsake."},{"subject":"replicate/keepsake","predicate":"has language","object":"Python","text":"replicate/keepsake has language Python."},{"subject":"replicate/keepsake","predicate":"has stars","object":"1,675","text":"replicate/keepsake has stars 1,675."},{"subject":"replicate/keepsake","predicate":"has watch term","object":"Infrastructure","text":"replicate/keepsake has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Replicate published replicate/keepsake (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/keepsake · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/keepsake","text":"Replicate published repo replicate/keepsake."},{"subject":"replicate/keepsake","predicate":"is classified as","object":"repo signal","text":"replicate/keepsake is classified as repo signal."},{"subject":"replicate/keepsake","predicate":"belongs to","object":"repos desk","text":"replicate/keepsake belongs to repos desk."},{"subject":"replicate/keepsake","predicate":"has context","object":"Python","text":"replicate/keepsake has context Python."},{"subject":"replicate/keepsake","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/keepsake has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6b03d92f-8293-4abb-8302-bc206dad2147","url":"https://onlylabs.fyi/signals/6b03d92f-8293-4abb-8302-bc206dad2147","json_url":"https://onlylabs.fyi/signals/6b03d92f-8293-4abb-8302-bc206dad2147/signal.json","source_url":"https://github.com/replicate/keepsake","title":"replicate/keepsake","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":"2020-07-01T04:37:44+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"]},"facets":{"repo":"replicate/keepsake","language":"Python"},"traction":{"github_stars":1675,"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","final_url":"https://github.com/replicate/keepsake","title":"replicate/keepsake repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:53.633387+00:00","bytes":13587,"raw_path":"4a21051dfa8dc38293e23de08afe0f977b72cf077caf5e903d837f57f1921348.json","content_hash":"d1f7bbb859a738857b60f5782ef92669fb4c37a68283ebd8d1ece167d2182e2a","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/keepsake Description: Version control for machine learning Language: Python License: Apache-2.0 Stars: 1675 Forks: 75 Open issues: 124 Created: 2020-07-01T04:37:44Z Pushed: 2025-02-25T23:52:42Z Default branch: main Fork: no Archived: no README: 📣 This project is not actively maintained. If you'd like to help maintain it, please [let us know](https://github.com/replicate/keepsake/issues/873). --- Keepsake Version control for machine learning. Keepsake is a Python library that uploads files and metadata (like hyperparameters) to Amazon S3 or Google Cloud Storage. You can get the data back out using the command-line interface or a notebook. - **Track experiments:** Automatically track code, hyperparameters, training data, weights, metrics, Python dependencies — _everything_. - **Go back in time:** Get back the code and weights from any checkpoint if you need to replicate your results or commit to Git after the fact. - **Version your models:** Model weights are stored on your own Amazon S3 or Google Cloud bucket, so it's really easy to feed them into production systems. How it works Just add two lines to your training code: ```python import torch import keepsake def..."},"evidence_pages":[{"url":"https://github.com/replicate/keepsake","final_url":"https://github.com/replicate/keepsake","title":"replicate/keepsake repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:53.633387+00:00","bytes":13587,"raw_path":"4a21051dfa8dc38293e23de08afe0f977b72cf077caf5e903d837f57f1921348.json","content_hash":"d1f7bbb859a738857b60f5782ef92669fb4c37a68283ebd8d1ece167d2182e2a","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/keepsake Description: Version control for machine learning Language: Python License: Apache-2.0 Stars: 1675 Forks: 75 Open issues: 124 Created: 2020-07-01T04:37:44Z Pushed: 2025-02-25T23:52:42Z Default branch: main Fork: no Archived: no README: 📣 This project is not actively maintained. If you'd like to help maintain it, please [let us know](https://github.com/replicate/keepsake/issues/873). --- Keepsake Version control for machine learning. Keepsake is a Python library that uploads files and metadata (like hyperparameters) to Amazon S3 or Google Cloud Storage. You can get the data back out using the command-line interface or a notebook. - **Track experiments:** Automatically track code, hyperparameters, training data, weights, metrics, Python dependencies — _everything_. - **Go back in time:** Get back the code and weights from any checkpoint if you need to replicate your results or commit to Git after the fact. - **Version your models:** Model weights are stored on your own Amazon S3 or Google Cloud bucket, so it's really easy to feed them into production systems. How it works Just add two lines to your training code: ```python import torch import keepsake def..."}],"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"}]}