{"schema_version":"onlylabs.public_signal.v1","title":"SiliconFlow Fork: siliconflow/nimble","description":"SiliconFlow fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258","json_url":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258/signal.json","generated_at":"2026-10-12T19:43:22.766Z","evidence_latest_fetched_at":"2026-09-21T07:03:28.58319+00:00","signal_first_seen_at":"2026-09-21T07:01:02.909106+00:00","org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/siliconflow","dossier_json_url":"https://onlylabs.fyi/labs/siliconflow/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258","signal_json":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258/signal.json","source":"https://github.com/siliconflow/nimble","lab_dossier":"https://onlylabs.fyi/labs/siliconflow","lab_dossier_json":"https://onlylabs.fyi/labs/siliconflow/dossier.json","analysis":"https://onlylabs.fyi/analysis/siliconflow","analysis_json":"https://onlylabs.fyi/analysis/siliconflow/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/siliconflow/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":"SiliconFlow forked siliconflow/nimble (forked from bespokelabsai/nimble). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo siliconflow/nimble · parent bespokelabsai/nimble. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/siliconflow/nimble","source_host":"github.com","occurred_at":"2026-09-20T08:00:42+00:00","first_seen_at":"2026-09-21T07:01:02.909106+00:00","date_source":"source","context":"forked from bespokelabsai/nimble"},"context_markers":[{"label":"Lab","value":"SiliconFlow","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"siliconflow/nimble","source":"source"},{"label":"Parent","value":"bespokelabsai/nimble","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/siliconflow/nimble"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-21T07:03:28.58319+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258/signal.json","dossier_json":"https://onlylabs.fyi/labs/siliconflow/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/siliconflow/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/siliconflow/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/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258/signal.json","required":true},{"label":"source","url":"https://github.com/siliconflow/nimble","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/siliconflow/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/siliconflow/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 SiliconFlow's fork signal \"siliconflow/nimble\" for neocloud strategy."},"semantic_triples":[{"subject":"SiliconFlow","predicate":"forked","object":"siliconflow/nimble","text":"SiliconFlow forked siliconflow/nimble."},{"subject":"siliconflow/nimble","predicate":"is classified as","object":"fork signal","text":"siliconflow/nimble is classified as fork signal."},{"subject":"siliconflow/nimble","predicate":"belongs to","object":"forks desk","text":"siliconflow/nimble belongs to forks desk."},{"subject":"siliconflow/nimble","predicate":"has context","object":"forked from bespokelabsai/nimble","text":"siliconflow/nimble has context forked from bespokelabsai/nimble."},{"subject":"siliconflow/nimble","predicate":"has evidence coverage","object":"1 captured evidence page","text":"siliconflow/nimble has evidence coverage 1 captured evidence page."},{"subject":"siliconflow/nimble","predicate":"has captured page count","object":"1","text":"siliconflow/nimble has captured page count 1."},{"subject":"siliconflow/nimble","predicate":"has readable page count","object":"1","text":"siliconflow/nimble has readable page count 1."},{"subject":"siliconflow/nimble","predicate":"has related signal count","object":"6","text":"siliconflow/nimble has related signal count 6."},{"subject":"siliconflow/nimble","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":"siliconflow/nimble 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":"siliconflow/nimble","predicate":"has source host","object":"github.com","text":"siliconflow/nimble has source host github.com."},{"subject":"siliconflow/nimble","predicate":"has lab","object":"SiliconFlow","text":"siliconflow/nimble has lab SiliconFlow."},{"subject":"siliconflow/nimble","predicate":"has signal desk","object":"forks","text":"siliconflow/nimble has signal desk forks."},{"subject":"siliconflow/nimble","predicate":"has source host","object":"github.com","text":"siliconflow/nimble has source host github.com."},{"subject":"siliconflow/nimble","predicate":"has repository","object":"siliconflow/nimble","text":"siliconflow/nimble has repository siliconflow/nimble."},{"subject":"siliconflow/nimble","predicate":"has parent","object":"bespokelabsai/nimble","text":"siliconflow/nimble has parent bespokelabsai/nimble."},{"subject":"siliconflow/nimble","predicate":"has watch term","object":"Eval methodology","text":"siliconflow/nimble has watch term Eval methodology."},{"subject":"siliconflow/nimble","predicate":"has watch term","object":"Data pipeline","text":"siliconflow/nimble has watch term Data pipeline."},{"subject":"siliconflow/nimble","predicate":"has watch term","object":"Infrastructure","text":"siliconflow/nimble has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"SiliconFlow forked siliconflow/nimble (forked from bespokelabsai/nimble). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo siliconflow/nimble · parent bespokelabsai/nimble. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"SiliconFlow","predicate":"forked","object":"siliconflow/nimble","text":"SiliconFlow forked siliconflow/nimble."},{"subject":"siliconflow/nimble","predicate":"is classified as","object":"fork signal","text":"siliconflow/nimble is classified as fork signal."},{"subject":"siliconflow/nimble","predicate":"belongs to","object":"forks desk","text":"siliconflow/nimble belongs to forks desk."},{"subject":"siliconflow/nimble","predicate":"has context","object":"forked from bespokelabsai/nimble","text":"siliconflow/nimble has context forked from bespokelabsai/nimble."},{"subject":"siliconflow/nimble","predicate":"has evidence coverage","object":"1 captured evidence page","text":"siliconflow/nimble has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258","url":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258","json_url":"https://onlylabs.fyi/signals/bcb65d70-9e1f-47ae-bdd5-1ddb7c35e258/signal.json","source_url":"https://github.com/siliconflow/nimble","title":"siliconflow/nimble","summary":"SiliconFlow forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from bespokelabsai/nimble","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-09-20T08:00:42+00:00","first_seen_at":"2026-09-21T07:01:02.909106+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/siliconflow/nimble"]},"facets":{"repo":"siliconflow/nimble","parent":"bespokelabsai/nimble"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/siliconflow/nimble","final_url":"https://github.com/siliconflow/nimble","title":"siliconflow/nimble repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-21T07:03:28.58319+00:00","bytes":45896,"raw_path":"bdcfcee9f26836af1508f211297c7f854bed71b9e88d858f9bf8d443483bcd89.json","content_hash":"6fcdb61406928fb9b81f880616d39ddc45494f9d36000be601b24113fa1d7b6e","excerpt_chars":1200,"truncated":true,"excerpt":"siliconflow/nimble Description: Local typed decisions, contrastive data curation, and model evaluation. Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2026-09-20T08:00:42Z Pushed: 2026-09-21T05:30:50Z Default branch: main Fork: yes Parent repository: bespokelabsai/nimble Archived: no README: Bespoke Nimble **Data, Model, Recipe for an open Jev** [Model](https://huggingface.co/bespokelabs/Bespoke-Nimble-9B) · [Capabilities](#capabilities) · [Quickstart](#quickstart) · [Methodology](#methodology) · [Documentation and development](#documentation-and-development) · [Citation](#citation) ![Introducing Bespoke Nimble. Serving reads the prompt once and then scores one answer token per question. Data curation changes one fact so that the correct answer flips. Training fine-tunes Qwen3.5-9B with LoRA on the answer tokens only. On 324 held-out examples, Bespoke-Nimble-9B matches 90.1% of the reference labels, compared with 66.4% for its base model and 93.2% for Jev 1.13.0.](assets/diagrams/nimble-infographic.svg) Nimble takes some text and a schema, and makes typed decisions about the text. The schema is the list of questions to answer. Each question is either a choice from a..."},"evidence_pages":[],"related_signals":[{"id":"4d2a0b56-1f76-4c47-b8ca-be7845914dc8","url":"https://onlylabs.fyi/signals/4d2a0b56-1f76-4c47-b8ca-be7845914dc8","source_url":"https://github.com/siliconflow/Open-Jev","title":"siliconflow/Open-Jev","context":"forked from Zefan-Cai/Open-Jev","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-09-22T08:01:51+00:00","first_seen_at":"2026-09-23T07:01:00.88834+00:00","date_source":"source"},{"id":"7a52b472-2529-4ad4-8b93-544767ad00d9","url":"https://onlylabs.fyi/signals/7a52b472-2529-4ad4-8b93-544767ad00d9","source_url":"https://github.com/siliconflow/kev","title":"siliconflow/kev","context":"forked from jaredpalmer/kev","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-09-20T07:37:07+00:00","first_seen_at":"2026-09-21T07:01:02.909106+00:00","date_source":"source"},{"id":"56a295b2-925d-4d33-a1f6-e7ad2b30829a","url":"https://onlylabs.fyi/signals/56a295b2-925d-4d33-a1f6-e7ad2b30829a","source_url":"https://github.com/siliconflow/glauth","title":"siliconflow/glauth","context":"forked from glauth/glauth","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-09-03T09:25:02+00:00","first_seen_at":"2026-09-04T07:01:54.742166+00:00","date_source":"source"},{"id":"de9e86f6-543f-4dbb-8e41-e0b5258d7245","url":"https://onlylabs.fyi/signals/de9e86f6-543f-4dbb-8e41-e0b5258d7245","source_url":"https://github.com/siliconflow/aliyun-maxcompute-data-collectors","title":"siliconflow/aliyun-maxcompute-data-collectors","context":"forked from aliyun/aliyun-maxcompute-data-collectors","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-09-02T10:35:48+00:00","first_seen_at":"2026-09-03T07:01:02.009486+00:00","date_source":"source"},{"id":"0b7d78bc-4401-4516-aa12-d59a8fb13ce9","url":"https://onlylabs.fyi/signals/0b7d78bc-4401-4516-aa12-d59a8fb13ce9","source_url":"https://github.com/siliconflow/remote-chromium","title":"siliconflow/remote-chromium","context":"forked from JoeMartini/remote-chromium","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-08-26T11:30:19+00:00","first_seen_at":"2026-08-27T07:01:55.298352+00:00","date_source":"source"},{"id":"6e690786-9e93-4d76-b088-add16986ba7b","url":"https://onlylabs.fyi/signals/6e690786-9e93-4d76-b088-add16986ba7b","source_url":"https://github.com/siliconflow/SenseVoice-2","title":"siliconflow/SenseVoice-2","context":"forked from QwenAudio/SenseVoice","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2026-08-24T07:55:15+00:00","first_seen_at":"2026-08-25T07:01:57.52375+00:00","date_source":"source"}]}