{"schema_version":"onlylabs.public_signal.v1","title":"Baseten Fork: basetenlabs/ControlNet","description":"Baseten fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e","json_url":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e/signal.json","generated_at":"2026-06-11T04:19:23.214243+00:00","org":{"slug":"baseten","name":"Baseten","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/baseten","dossier_json_url":"https://onlylabs.fyi/labs/baseten/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e","signal_json":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e/signal.json","source":"https://github.com/basetenlabs/ControlNet","lab_dossier":"https://onlylabs.fyi/labs/baseten","lab_dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis":"https://onlylabs.fyi/analysis/baseten","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/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/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Baseten forked basetenlabs/ControlNet (forked from lllyasviel/ControlNet). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo basetenlabs/ControlNet · parent lllyasviel/ControlNet. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/basetenlabs/ControlNet","source_host":"github.com","occurred_at":"2023-02-20T22:52:20+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source","context":"forked from lllyasviel/ControlNet"},"context_markers":[{"label":"Lab","value":"Baseten","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"basetenlabs/ControlNet","source":"source"},{"label":"Parent","value":"lllyasviel/ControlNet","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"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/basetenlabs/ControlNet"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:23.214243+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e/signal.json","dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/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 fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","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/943bf949-0050-494f-8106-f3145413f58e/signal.json","required":true},{"label":"source","url":"https://github.com/basetenlabs/ControlNet","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baseten/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baseten/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/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 Baseten's fork signal \"basetenlabs/ControlNet\" for neocloud strategy."},"semantic_triples":[{"subject":"Baseten","predicate":"forked","object":"basetenlabs/ControlNet","text":"Baseten forked basetenlabs/ControlNet."},{"subject":"basetenlabs/ControlNet","predicate":"is classified as","object":"fork signal","text":"basetenlabs/ControlNet is classified as fork signal."},{"subject":"basetenlabs/ControlNet","predicate":"belongs to","object":"forks desk","text":"basetenlabs/ControlNet belongs to forks desk."},{"subject":"basetenlabs/ControlNet","predicate":"has context","object":"forked from lllyasviel/ControlNet","text":"basetenlabs/ControlNet has context forked from lllyasviel/ControlNet."},{"subject":"basetenlabs/ControlNet","predicate":"has evidence coverage","object":"1 captured evidence page","text":"basetenlabs/ControlNet has evidence coverage 1 captured evidence page."},{"subject":"basetenlabs/ControlNet","predicate":"has captured page count","object":"1","text":"basetenlabs/ControlNet has captured page count 1."},{"subject":"basetenlabs/ControlNet","predicate":"has readable page count","object":"1","text":"basetenlabs/ControlNet has readable page count 1."},{"subject":"basetenlabs/ControlNet","predicate":"has related signal count","object":"6","text":"basetenlabs/ControlNet has related signal count 6."},{"subject":"basetenlabs/ControlNet","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"basetenlabs/ControlNet has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"basetenlabs/ControlNet","predicate":"has source host","object":"github.com","text":"basetenlabs/ControlNet has source host github.com."},{"subject":"basetenlabs/ControlNet","predicate":"has lab","object":"Baseten","text":"basetenlabs/ControlNet has lab Baseten."},{"subject":"basetenlabs/ControlNet","predicate":"has signal desk","object":"forks","text":"basetenlabs/ControlNet has signal desk forks."},{"subject":"basetenlabs/ControlNet","predicate":"has source host","object":"github.com","text":"basetenlabs/ControlNet has source host github.com."},{"subject":"basetenlabs/ControlNet","predicate":"has repository","object":"basetenlabs/ControlNet","text":"basetenlabs/ControlNet has repository basetenlabs/ControlNet."},{"subject":"basetenlabs/ControlNet","predicate":"has parent","object":"lllyasviel/ControlNet","text":"basetenlabs/ControlNet has parent lllyasviel/ControlNet."},{"subject":"basetenlabs/ControlNet","predicate":"has stars","object":"1","text":"basetenlabs/ControlNet has stars 1."},{"subject":"basetenlabs/ControlNet","predicate":"has watch term","object":"Model card","text":"basetenlabs/ControlNet has watch term Model card."},{"subject":"basetenlabs/ControlNet","predicate":"has watch term","object":"Data pipeline","text":"basetenlabs/ControlNet has watch term Data pipeline."}]},"intelligence":{"signal_desk":"forks","answer":"Baseten forked basetenlabs/ControlNet (forked from lllyasviel/ControlNet). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo basetenlabs/ControlNet · parent lllyasviel/ControlNet. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Baseten","predicate":"forked","object":"basetenlabs/ControlNet","text":"Baseten forked basetenlabs/ControlNet."},{"subject":"basetenlabs/ControlNet","predicate":"is classified as","object":"fork signal","text":"basetenlabs/ControlNet is classified as fork signal."},{"subject":"basetenlabs/ControlNet","predicate":"belongs to","object":"forks desk","text":"basetenlabs/ControlNet belongs to forks desk."},{"subject":"basetenlabs/ControlNet","predicate":"has context","object":"forked from lllyasviel/ControlNet","text":"basetenlabs/ControlNet has context forked from lllyasviel/ControlNet."},{"subject":"basetenlabs/ControlNet","predicate":"has evidence coverage","object":"1 captured evidence page","text":"basetenlabs/ControlNet has evidence coverage 1 captured evidence page."}]},"signal":{"id":"943bf949-0050-494f-8106-f3145413f58e","url":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e","json_url":"https://onlylabs.fyi/signals/943bf949-0050-494f-8106-f3145413f58e/signal.json","source_url":"https://github.com/basetenlabs/ControlNet","title":"basetenlabs/ControlNet","summary":"Baseten forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from lllyasviel/ControlNet","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2023-02-20T22:52:20+00:00","first_seen_at":"2026-06-05T22:32:13.368432+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/basetenlabs/ControlNet"]},"facets":{"repo":"basetenlabs/ControlNet","parent":"lllyasviel/ControlNet"},"traction":{"github_stars":1,"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/basetenlabs/ControlNet","final_url":"https://github.com/basetenlabs/ControlNet","title":"basetenlabs/ControlNet repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:23.214243+00:00","bytes":35077,"raw_path":"6957ef6f6106d2b8e1e80cb23606f6a03c295140e3f8aa3bf56259331ecb607b.json","content_hash":"9387ecbaf92e623c62d37c609533f44a499b1cec7a1e035cd58757378341fd93","excerpt_chars":1200,"truncated":true,"excerpt":"basetenlabs/ControlNet Description: Let us control diffusion models Language: Python License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 1 Created: 2023-02-20T22:52:20Z Pushed: 2023-04-04T15:45:54Z Default branch: main Fork: yes Parent repository: lllyasviel/ControlNet Archived: no README: ControlNet Official implementation of [Adding Conditional Control to Text-to-Image Diffusion Models](https://arxiv.org/abs/2302.05543). ControlNet is a neural network structure to control diffusion models by adding extra conditions. ![img](github_page/he.png) It copys the weights of neural network blocks into a \"locked\" copy and a \"trainable\" copy. The \"trainable\" one learns your condition. The \"locked\" one preserves your model. Thanks to this, training with small dataset of image pairs will not destroy the production-ready diffusion models. The \"zero convolution\" is 1×1 convolution with both weight and bias initialized as zeros. Before training, all zero convolutions output zeros, and ControlNet will not cause any distortion. No layer is trained from scratch. You are still fine-tuning. Your original model is safe. This allows training on small-scale or even personal devices. This is also..."},"evidence_pages":[{"url":"https://github.com/basetenlabs/ControlNet","final_url":"https://github.com/basetenlabs/ControlNet","title":"basetenlabs/ControlNet repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:23.214243+00:00","bytes":35077,"raw_path":"6957ef6f6106d2b8e1e80cb23606f6a03c295140e3f8aa3bf56259331ecb607b.json","content_hash":"9387ecbaf92e623c62d37c609533f44a499b1cec7a1e035cd58757378341fd93","excerpt_chars":1200,"truncated":true,"excerpt":"basetenlabs/ControlNet Description: Let us control diffusion models Language: Python License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 1 Created: 2023-02-20T22:52:20Z Pushed: 2023-04-04T15:45:54Z Default branch: main Fork: yes Parent repository: lllyasviel/ControlNet Archived: no README: ControlNet Official implementation of [Adding Conditional Control to Text-to-Image Diffusion Models](https://arxiv.org/abs/2302.05543). ControlNet is a neural network structure to control diffusion models by adding extra conditions. ![img](github_page/he.png) It copys the weights of neural network blocks into a \"locked\" copy and a \"trainable\" copy. The \"trainable\" one learns your condition. The \"locked\" one preserves your model. Thanks to this, training with small dataset of image pairs will not destroy the production-ready diffusion models. The \"zero convolution\" is 1×1 convolution with both weight and bias initialized as zeros. Before training, all zero convolutions output zeros, and ControlNet will not cause any distortion. No layer is trained from scratch. You are still fine-tuning. Your original model is safe. This allows training on small-scale or even personal devices. This is also..."}],"related_signals":[{"id":"2c538801-4357-4519-a15a-708e2ece2643","url":"https://onlylabs.fyi/signals/2c538801-4357-4519-a15a-708e2ece2643","source_url":"https://github.com/basetenlabs/ideogram4","title":"basetenlabs/ideogram4","context":"forked from ideogram-oss/ideogram4","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-06-03T20:18:15+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"fd7262b9-0c91-4cb4-8988-e408d16e0f67","url":"https://onlylabs.fyi/signals/fd7262b9-0c91-4cb4-8988-e408d16e0f67","source_url":"https://github.com/basetenlabs/tinker-cookbook","title":"basetenlabs/tinker-cookbook","context":"forked from thinking-machines-lab/tinker-cookbook","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-06-03T01:38:21+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"df3d49f6-047e-433d-b76b-6b24aaf06198","url":"https://onlylabs.fyi/signals/df3d49f6-047e-433d-b76b-6b24aaf06198","source_url":"https://github.com/basetenlabs/runc","title":"basetenlabs/runc","context":"forked from opencontainers/runc","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-06-02T16:22:10+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"af6458c8-4673-489a-8d00-3f15546a303b","url":"https://onlylabs.fyi/signals/af6458c8-4673-489a-8d00-3f15546a303b","source_url":"https://github.com/basetenlabs/compact-rl","title":"basetenlabs/compact-rl","context":"forked from PrimeIntellect-ai/prime-rl","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-05-21T16:40:17+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"a390e7b3-e28a-4cf0-8035-0fab6f120633","url":"https://onlylabs.fyi/signals/a390e7b3-e28a-4cf0-8035-0fab6f120633","source_url":"https://github.com/basetenlabs/TorchSpec","title":"basetenlabs/TorchSpec","context":"forked from lightseekorg/TorchSpec","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-05-19T16:37:18+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"066a3ef5-36ab-4da7-b762-211c6a0f083f","url":"https://onlylabs.fyi/signals/066a3ef5-36ab-4da7-b762-211c6a0f083f","source_url":"https://github.com/basetenlabs/mcore-bridge","title":"basetenlabs/mcore-bridge","context":"forked from modelscope/mcore-bridge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-05-04T04:14:29+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"}]}