{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Fork: arcee-ai/transformers","description":"Arcee AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974","json_url":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974/signal.json","generated_at":"2026-06-11T02:54:10.690418+00:00","org":{"slug":"arcee","name":"Arcee AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/arcee","dossier_json_url":"https://onlylabs.fyi/labs/arcee/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974","signal_json":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974/signal.json","source":"https://github.com/arcee-ai/transformers","lab_dossier":"https://onlylabs.fyi/labs/arcee","lab_dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis":"https://onlylabs.fyi/analysis/arcee","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Arcee AI forked arcee-ai/transformers (forked from huggingface/transformers). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo arcee-ai/transformers · parent huggingface/transformers · routine fork with no notable traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/arcee-ai/transformers","source_host":"github.com","occurred_at":"2025-06-04T21:20:39+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source","context":"forked from huggingface/transformers"},"context_markers":[{"label":"Lab","value":"Arcee AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"arcee-ai/transformers","source":"source"},{"label":"Parent","value":"huggingface/transformers","source":"source"},{"label":"Notability","value":"routine fork with no notable 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"},{"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/arcee-ai/transformers"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:54:10.690418+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974/signal.json","dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/89e50509-9779-4e1f-929c-37903ad8c974/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/transformers","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/arcee/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/arcee/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","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 Arcee AI's fork signal \"arcee-ai/transformers\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"forked","object":"arcee-ai/transformers","text":"Arcee AI forked arcee-ai/transformers."},{"subject":"arcee-ai/transformers","predicate":"is classified as","object":"fork signal","text":"arcee-ai/transformers is classified as fork signal."},{"subject":"arcee-ai/transformers","predicate":"belongs to","object":"forks desk","text":"arcee-ai/transformers belongs to forks desk."},{"subject":"arcee-ai/transformers","predicate":"has context","object":"forked from huggingface/transformers","text":"arcee-ai/transformers has context forked from huggingface/transformers."},{"subject":"arcee-ai/transformers","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/transformers has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/transformers","predicate":"has captured page count","object":"1","text":"arcee-ai/transformers has captured page count 1."},{"subject":"arcee-ai/transformers","predicate":"has readable page count","object":"1","text":"arcee-ai/transformers has readable page count 1."},{"subject":"arcee-ai/transformers","predicate":"has related signal count","object":"6","text":"arcee-ai/transformers has related signal count 6."},{"subject":"arcee-ai/transformers","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":"arcee-ai/transformers 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":"arcee-ai/transformers","predicate":"has source host","object":"github.com","text":"arcee-ai/transformers has source host github.com."},{"subject":"arcee-ai/transformers","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/transformers has lab Arcee AI."},{"subject":"arcee-ai/transformers","predicate":"has signal desk","object":"forks","text":"arcee-ai/transformers has signal desk forks."},{"subject":"arcee-ai/transformers","predicate":"has source host","object":"github.com","text":"arcee-ai/transformers has source host github.com."},{"subject":"arcee-ai/transformers","predicate":"has repository","object":"arcee-ai/transformers","text":"arcee-ai/transformers has repository arcee-ai/transformers."},{"subject":"arcee-ai/transformers","predicate":"has parent","object":"huggingface/transformers","text":"arcee-ai/transformers has parent huggingface/transformers."},{"subject":"arcee-ai/transformers","predicate":"has notability","object":"routine fork with no notable traction","text":"arcee-ai/transformers has notability routine fork with no notable traction."},{"subject":"arcee-ai/transformers","predicate":"has watch term","object":"Model card","text":"arcee-ai/transformers has watch term Model card."},{"subject":"arcee-ai/transformers","predicate":"has watch term","object":"Data pipeline","text":"arcee-ai/transformers has watch term Data pipeline."}]},"intelligence":{"signal_desk":"forks","answer":"Arcee AI forked arcee-ai/transformers (forked from huggingface/transformers). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo arcee-ai/transformers · parent huggingface/transformers · routine fork with no notable traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Arcee AI","predicate":"forked","object":"arcee-ai/transformers","text":"Arcee AI forked arcee-ai/transformers."},{"subject":"arcee-ai/transformers","predicate":"is classified as","object":"fork signal","text":"arcee-ai/transformers is classified as fork signal."},{"subject":"arcee-ai/transformers","predicate":"belongs to","object":"forks desk","text":"arcee-ai/transformers belongs to forks desk."},{"subject":"arcee-ai/transformers","predicate":"has context","object":"forked from huggingface/transformers","text":"arcee-ai/transformers has context forked from huggingface/transformers."},{"subject":"arcee-ai/transformers","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/transformers has evidence coverage 1 captured evidence page."}]},"signal":{"id":"89e50509-9779-4e1f-929c-37903ad8c974","url":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974","json_url":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974/signal.json","source_url":"https://github.com/arcee-ai/transformers","title":"arcee-ai/transformers","summary":"Arcee AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from huggingface/transformers","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-06-04T21:20:39+00:00","first_seen_at":"2026-06-05T22:32:26.032324+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/arcee-ai/transformers"]},"facets":{"repo":"arcee-ai/transformers","parent":"huggingface/transformers"},"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/arcee-ai/transformers","final_url":"https://github.com/arcee-ai/transformers","title":"arcee-ai/transformers repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:10.690418+00:00","bytes":38736,"raw_path":"e95f7ce7f00eb08eb32d201bc082d6b7643bdaae56df7157a20d56608554e30d.json","content_hash":"8cd98cd634e1c84200aeb329852be7799ace59b95b7acec01d23be4858b61a55","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/transformers Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. License: Apache-2.0 Stars: 0 Forks: 1 Open issues: 0 Created: 2025-06-04T21:20:39Z Pushed: 2025-06-24T03:41:52Z Default branch: main Fork: yes Parent repository: huggingface/transformers Archived: no README: <!--- Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> <p align=\"center\"> <picture> <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://huggingface.co/datasets/huggingface/documentation-images/raw/main/transformers-logo-dark.svg\"> <source media=\"(prefers-color-scheme: light)\"..."},"evidence_pages":[{"url":"https://github.com/arcee-ai/transformers","final_url":"https://github.com/arcee-ai/transformers","title":"arcee-ai/transformers repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:10.690418+00:00","bytes":38736,"raw_path":"e95f7ce7f00eb08eb32d201bc082d6b7643bdaae56df7157a20d56608554e30d.json","content_hash":"8cd98cd634e1c84200aeb329852be7799ace59b95b7acec01d23be4858b61a55","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/transformers Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. License: Apache-2.0 Stars: 0 Forks: 1 Open issues: 0 Created: 2025-06-04T21:20:39Z Pushed: 2025-06-24T03:41:52Z Default branch: main Fork: yes Parent repository: huggingface/transformers Archived: no README: <!--- Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> <p align=\"center\"> <picture> <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://huggingface.co/datasets/huggingface/documentation-images/raw/main/transformers-logo-dark.svg\"> <source media=\"(prefers-color-scheme: light)\"..."}],"related_signals":[{"id":"8da333a0-40e4-4208-b8bb-5cdd92073433","url":"https://onlylabs.fyi/signals/8da333a0-40e4-4208-b8bb-5cdd92073433","source_url":"https://github.com/arcee-ai/prime-rl","title":"arcee-ai/prime-rl","context":"forked from PrimeIntellect-ai/prime-rl","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-11-11T00:08:20+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"bd2889f5-890b-45f4-b741-f065c88d9627","url":"https://onlylabs.fyi/signals/bd2889f5-890b-45f4-b741-f065c88d9627","source_url":"https://github.com/arcee-ai/heyarcee-theme","title":"arcee-ai/heyarcee-theme","context":"forked from chralp/heyburrito-theme","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-03-06T21:15:10+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"b8e86094-a097-4dc9-b9d5-8ade56cc394e","url":"https://onlylabs.fyi/signals/b8e86094-a097-4dc9-b9d5-8ade56cc394e","source_url":"https://github.com/arcee-ai/heyarcee","title":"arcee-ai/heyarcee","context":"forked from chralp/heyburrito","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-03-06T21:10:14+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"739cdf1f-418d-457c-8c03-f211d133d002","url":"https://onlylabs.fyi/signals/739cdf1f-418d-457c-8c03-f211d133d002","source_url":"https://github.com/arcee-ai/pipelines","title":"arcee-ai/pipelines","context":"forked from open-webui/pipelines","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-17T16:02:04+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"f3e69798-2c5d-4ffe-b093-6fcccaf8ed63","url":"https://onlylabs.fyi/signals/f3e69798-2c5d-4ffe-b093-6fcccaf8ed63","source_url":"https://github.com/arcee-ai/token.js","title":"arcee-ai/token.js","context":"forked from token-js/token.js","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-11T03:09:39+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"ca31d7f7-3a14-4693-89db-7983dbdf710b","url":"https://onlylabs.fyi/signals/ca31d7f7-3a14-4693-89db-7983dbdf710b","source_url":"https://github.com/arcee-ai/spectrum","title":"arcee-ai/spectrum","context":"forked from QuixiAI/spectrum","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-06T01:50:19+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"}]}