{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Repo: replicate/dreambooth-batch","description":"Replicate repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f3d9017e-b5c6-4385-a586-3da112dfc024","json_url":"https://onlylabs.fyi/signals/f3d9017e-b5c6-4385-a586-3da112dfc024/signal.json","generated_at":"2026-06-11T04:09:50.808668+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/f3d9017e-b5c6-4385-a586-3da112dfc024","signal_json":"https://onlylabs.fyi/signals/f3d9017e-b5c6-4385-a586-3da112dfc024/signal.json","source":"https://github.com/replicate/dreambooth-batch","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/dreambooth-batch (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/dreambooth-batch · 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/dreambooth-batch","source_host":"github.com","occurred_at":"2023-09-22T20:37:38+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/dreambooth-batch","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/dreambooth-batch"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:50.808668+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f3d9017e-b5c6-4385-a586-3da112dfc024/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/f3d9017e-b5c6-4385-a586-3da112dfc024/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/dreambooth-batch","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/dreambooth-batch\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/dreambooth-batch","text":"Replicate published repo replicate/dreambooth-batch."},{"subject":"replicate/dreambooth-batch","predicate":"is classified as","object":"repo signal","text":"replicate/dreambooth-batch is classified as repo signal."},{"subject":"replicate/dreambooth-batch","predicate":"belongs to","object":"repos desk","text":"replicate/dreambooth-batch belongs to repos desk."},{"subject":"replicate/dreambooth-batch","predicate":"has context","object":"Python","text":"replicate/dreambooth-batch has context Python."},{"subject":"replicate/dreambooth-batch","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/dreambooth-batch has evidence coverage 1 captured evidence page."},{"subject":"replicate/dreambooth-batch","predicate":"has captured page count","object":"1","text":"replicate/dreambooth-batch has captured page count 1."},{"subject":"replicate/dreambooth-batch","predicate":"has readable page count","object":"1","text":"replicate/dreambooth-batch has readable page count 1."},{"subject":"replicate/dreambooth-batch","predicate":"has related signal count","object":"6","text":"replicate/dreambooth-batch has related signal count 6."},{"subject":"replicate/dreambooth-batch","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/dreambooth-batch 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/dreambooth-batch","predicate":"has source host","object":"github.com","text":"replicate/dreambooth-batch has source host github.com."},{"subject":"replicate/dreambooth-batch","predicate":"has lab","object":"Replicate","text":"replicate/dreambooth-batch has lab Replicate."},{"subject":"replicate/dreambooth-batch","predicate":"has signal desk","object":"repos","text":"replicate/dreambooth-batch has signal desk repos."},{"subject":"replicate/dreambooth-batch","predicate":"has source host","object":"github.com","text":"replicate/dreambooth-batch has source host github.com."},{"subject":"replicate/dreambooth-batch","predicate":"has repository","object":"replicate/dreambooth-batch","text":"replicate/dreambooth-batch has repository replicate/dreambooth-batch."},{"subject":"replicate/dreambooth-batch","predicate":"has language","object":"Python","text":"replicate/dreambooth-batch has language Python."},{"subject":"replicate/dreambooth-batch","predicate":"has watch term","object":"Infrastructure","text":"replicate/dreambooth-batch has watch term Infrastructure."},{"subject":"replicate/dreambooth-batch","predicate":"has watch term","object":"Safety and alignment","text":"replicate/dreambooth-batch has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Replicate published replicate/dreambooth-batch (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/dreambooth-batch · 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/dreambooth-batch","text":"Replicate published repo replicate/dreambooth-batch."},{"subject":"replicate/dreambooth-batch","predicate":"is classified as","object":"repo signal","text":"replicate/dreambooth-batch is classified as repo signal."},{"subject":"replicate/dreambooth-batch","predicate":"belongs to","object":"repos desk","text":"replicate/dreambooth-batch belongs to repos desk."},{"subject":"replicate/dreambooth-batch","predicate":"has context","object":"Python","text":"replicate/dreambooth-batch has context Python."},{"subject":"replicate/dreambooth-batch","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/dreambooth-batch has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f3d9017e-b5c6-4385-a586-3da112dfc024","url":"https://onlylabs.fyi/signals/f3d9017e-b5c6-4385-a586-3da112dfc024","json_url":"https://onlylabs.fyi/signals/f3d9017e-b5c6-4385-a586-3da112dfc024/signal.json","source_url":"https://github.com/replicate/dreambooth-batch","title":"replicate/dreambooth-batch","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":"2023-09-22T20:37:38+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/dreambooth-batch"]},"facets":{"repo":"replicate/dreambooth-batch","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/dreambooth-batch","final_url":"https://github.com/replicate/dreambooth-batch","title":"replicate/dreambooth-batch repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:50.808668+00:00","bytes":8811,"raw_path":"4da32a4267c307d77846bfa0b69bcbda472c4612db7d8e4e4eda7a5fabe8c301.json","content_hash":"e02a38a37d767b5b5bb2b8ccd3557bb9a42262993ba3a2601ffb439a2cfc5bdb","excerpt_chars":1200,"truncated":false,"excerpt":"replicate/dreambooth-batch Description: batch inference (image generation) from dreambooth trainings Language: Python License: Apache-2.0 Stars: 0 Forks: 1 Open issues: 0 Created: 2023-09-22T20:37:38Z Pushed: 2023-09-23T00:19:18Z Default branch: main Fork: no Archived: no README: Stable Diffusion Dreambooth model template This is the template used by [replicate.com dreambooth api](https://replicate.com/blog/dreambooth-api/) to build custom dreambooth models. This template is based on [cog-stable-diffusion](https://github.com/replicate/cog-stable-diffusion) which uses diffusers. Usage This template is primarily intended for use by [Replicate's DreamBooth API](https://replicate.com/blog/dreambooth-api), which is what you probably want to use to train and publish your own model. If you really want to use this template locally, you can do so by following these steps: 1. Generate some weights, put them in `weights/` (use our trainer or your own) 2. Download NSFW safety_checker weights using `script/download-weights` 3. Install [cog](https://github.com/replicate/cog) & docker 4. Build `cog build` 5. Predict `cog predict -i prompt=\"photo of zzz\" -i seed=42` ..."},"evidence_pages":[{"url":"https://github.com/replicate/dreambooth-batch","final_url":"https://github.com/replicate/dreambooth-batch","title":"replicate/dreambooth-batch repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:50.808668+00:00","bytes":8811,"raw_path":"4da32a4267c307d77846bfa0b69bcbda472c4612db7d8e4e4eda7a5fabe8c301.json","content_hash":"e02a38a37d767b5b5bb2b8ccd3557bb9a42262993ba3a2601ffb439a2cfc5bdb","excerpt_chars":1200,"truncated":false,"excerpt":"replicate/dreambooth-batch Description: batch inference (image generation) from dreambooth trainings Language: Python License: Apache-2.0 Stars: 0 Forks: 1 Open issues: 0 Created: 2023-09-22T20:37:38Z Pushed: 2023-09-23T00:19:18Z Default branch: main Fork: no Archived: no README: Stable Diffusion Dreambooth model template This is the template used by [replicate.com dreambooth api](https://replicate.com/blog/dreambooth-api/) to build custom dreambooth models. This template is based on [cog-stable-diffusion](https://github.com/replicate/cog-stable-diffusion) which uses diffusers. Usage This template is primarily intended for use by [Replicate's DreamBooth API](https://replicate.com/blog/dreambooth-api), which is what you probably want to use to train and publish your own model. If you really want to use this template locally, you can do so by following these steps: 1. Generate some weights, put them in `weights/` (use our trainer or your own) 2. Download NSFW safety_checker weights using `script/download-weights` 3. Install [cog](https://github.com/replicate/cog) & docker 4. Build `cog build` 5. Predict `cog predict -i prompt=\"photo of zzz\" -i seed=42` ..."}],"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"}]}