{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Repo: replicate/flux-fine-tuner","description":"Replicate repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f6b19b61-af25-4e34-942f-3776c9ee556f","json_url":"https://onlylabs.fyi/signals/f6b19b61-af25-4e34-942f-3776c9ee556f/signal.json","generated_at":"2026-06-11T04:09:42.384714+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/f6b19b61-af25-4e34-942f-3776c9ee556f","signal_json":"https://onlylabs.fyi/signals/f6b19b61-af25-4e34-942f-3776c9ee556f/signal.json","source":"https://github.com/replicate/flux-fine-tuner","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/flux-fine-tuner (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/flux-fine-tuner · language Python · Solid new repo with moderate traction. 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/flux-fine-tuner","source_host":"github.com","occurred_at":"2024-08-14T19:28:49+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/flux-fine-tuner","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"431","source":"traction"},{"label":"Notability","value":"Solid new repo with moderate traction","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"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/flux-fine-tuner"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:42.384714+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f6b19b61-af25-4e34-942f-3776c9ee556f/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/f6b19b61-af25-4e34-942f-3776c9ee556f/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/flux-fine-tuner","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/flux-fine-tuner\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/flux-fine-tuner","text":"Replicate published repo replicate/flux-fine-tuner."},{"subject":"replicate/flux-fine-tuner","predicate":"is classified as","object":"repo signal","text":"replicate/flux-fine-tuner is classified as repo signal."},{"subject":"replicate/flux-fine-tuner","predicate":"belongs to","object":"repos desk","text":"replicate/flux-fine-tuner belongs to repos desk."},{"subject":"replicate/flux-fine-tuner","predicate":"has context","object":"Python","text":"replicate/flux-fine-tuner has context Python."},{"subject":"replicate/flux-fine-tuner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/flux-fine-tuner has evidence coverage 1 captured evidence page."},{"subject":"replicate/flux-fine-tuner","predicate":"has captured page count","object":"1","text":"replicate/flux-fine-tuner has captured page count 1."},{"subject":"replicate/flux-fine-tuner","predicate":"has readable page count","object":"1","text":"replicate/flux-fine-tuner has readable page count 1."},{"subject":"replicate/flux-fine-tuner","predicate":"has related signal count","object":"6","text":"replicate/flux-fine-tuner has related signal count 6."},{"subject":"replicate/flux-fine-tuner","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/flux-fine-tuner 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/flux-fine-tuner","predicate":"has source host","object":"github.com","text":"replicate/flux-fine-tuner has source host github.com."},{"subject":"replicate/flux-fine-tuner","predicate":"has lab","object":"Replicate","text":"replicate/flux-fine-tuner has lab Replicate."},{"subject":"replicate/flux-fine-tuner","predicate":"has signal desk","object":"repos","text":"replicate/flux-fine-tuner has signal desk repos."},{"subject":"replicate/flux-fine-tuner","predicate":"has source host","object":"github.com","text":"replicate/flux-fine-tuner has source host github.com."},{"subject":"replicate/flux-fine-tuner","predicate":"has repository","object":"replicate/flux-fine-tuner","text":"replicate/flux-fine-tuner has repository replicate/flux-fine-tuner."},{"subject":"replicate/flux-fine-tuner","predicate":"has language","object":"Python","text":"replicate/flux-fine-tuner has language Python."},{"subject":"replicate/flux-fine-tuner","predicate":"has stars","object":"431","text":"replicate/flux-fine-tuner has stars 431."},{"subject":"replicate/flux-fine-tuner","predicate":"has notability","object":"Solid new repo with moderate traction","text":"replicate/flux-fine-tuner has notability Solid new repo with moderate traction."},{"subject":"replicate/flux-fine-tuner","predicate":"has watch term","object":"Model card","text":"replicate/flux-fine-tuner has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"Replicate published replicate/flux-fine-tuner (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/flux-fine-tuner · language Python · Solid new repo with moderate traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/flux-fine-tuner","text":"Replicate published repo replicate/flux-fine-tuner."},{"subject":"replicate/flux-fine-tuner","predicate":"is classified as","object":"repo signal","text":"replicate/flux-fine-tuner is classified as repo signal."},{"subject":"replicate/flux-fine-tuner","predicate":"belongs to","object":"repos desk","text":"replicate/flux-fine-tuner belongs to repos desk."},{"subject":"replicate/flux-fine-tuner","predicate":"has context","object":"Python","text":"replicate/flux-fine-tuner has context Python."},{"subject":"replicate/flux-fine-tuner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/flux-fine-tuner has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f6b19b61-af25-4e34-942f-3776c9ee556f","url":"https://onlylabs.fyi/signals/f6b19b61-af25-4e34-942f-3776c9ee556f","json_url":"https://onlylabs.fyi/signals/f6b19b61-af25-4e34-942f-3776c9ee556f/signal.json","source_url":"https://github.com/replicate/flux-fine-tuner","title":"replicate/flux-fine-tuner","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":"2024-08-14T19:28:49+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/flux-fine-tuner"]},"facets":{"repo":"replicate/flux-fine-tuner","language":"Python"},"traction":{"github_stars":431,"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/flux-fine-tuner","final_url":"https://github.com/replicate/flux-fine-tuner","title":"replicate/flux-fine-tuner repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:42.384714+00:00","bytes":10197,"raw_path":"60e97e6989ede66a6b7b968471244db175a337f74be2662ba363b941bc963f8a.json","content_hash":"bf62396a514a82b64c9d7c935e6b36486a2e60008005e46431b94676cd7fb7f2","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/flux-fine-tuner Description: Cog wrapper for ostris/ai-toolkit + post-finetuning cog inference for flux models Language: Python License: Apache-2.0 Stars: 431 Forks: 72 Open issues: 16 Created: 2024-08-14T19:28:49Z Pushed: 2025-11-30T17:46:16Z Default branch: main Fork: no Archived: no README: flux-fine-tuner This is a [Cog](https://cog.run) training model that creates LoRA-based fine-tunes for the [FLUX.1](https://replicate.com/blog/flux-state-of-the-art-image-generation) family of image generation models. It's live at [replicate.com/ostris/flux-dev-lora-trainer](https://replicate.com/ostris/flux-dev-lora-trainer). It also includes code for running inference with a fine-tuned model. Features - Automatic image captioning during training - Image generation using the LoRA (inference) - Optionally uploads fine-tuned weights to Hugging Face after training - Automated test suite with [cog-safe-push](https://github.com/replicate/cog-safe-push) for continuous deployment - Weights and biases integration Getting Started If you're looking to create your own fine-tuned model on Replicate, you don't need to do anything with this codebase. Check out these guides to get started: 👉..."},"evidence_pages":[{"url":"https://github.com/replicate/flux-fine-tuner","final_url":"https://github.com/replicate/flux-fine-tuner","title":"replicate/flux-fine-tuner repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:42.384714+00:00","bytes":10197,"raw_path":"60e97e6989ede66a6b7b968471244db175a337f74be2662ba363b941bc963f8a.json","content_hash":"bf62396a514a82b64c9d7c935e6b36486a2e60008005e46431b94676cd7fb7f2","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/flux-fine-tuner Description: Cog wrapper for ostris/ai-toolkit + post-finetuning cog inference for flux models Language: Python License: Apache-2.0 Stars: 431 Forks: 72 Open issues: 16 Created: 2024-08-14T19:28:49Z Pushed: 2025-11-30T17:46:16Z Default branch: main Fork: no Archived: no README: flux-fine-tuner This is a [Cog](https://cog.run) training model that creates LoRA-based fine-tunes for the [FLUX.1](https://replicate.com/blog/flux-state-of-the-art-image-generation) family of image generation models. It's live at [replicate.com/ostris/flux-dev-lora-trainer](https://replicate.com/ostris/flux-dev-lora-trainer). It also includes code for running inference with a fine-tuned model. Features - Automatic image captioning during training - Image generation using the LoRA (inference) - Optionally uploads fine-tuned weights to Hugging Face after training - Automated test suite with [cog-safe-push](https://github.com/replicate/cog-safe-push) for continuous deployment - Weights and biases integration Getting Started If you're looking to create your own fine-tuned model on Replicate, you don't need to do anything with this codebase. Check out these guides to get started: 👉..."}],"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"}]}