{"schema_version":"onlylabs.public_signal.v1","title":"Mistral AI Fork: mistralai/transformers-release","description":"Mistral AI fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52","json_url":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52/signal.json","generated_at":"2026-06-11T03:18:27.542407+00:00","org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/mistral","dossier_json_url":"https://onlylabs.fyi/labs/mistral/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52","signal_json":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52/signal.json","source":"https://github.com/mistralai/transformers-release","lab_dossier":"https://onlylabs.fyi/labs/mistral","lab_dossier_json":"https://onlylabs.fyi/labs/mistral/dossier.json","analysis":"https://onlylabs.fyi/analysis/mistral","analysis_json":"https://onlylabs.fyi/analysis/mistral/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/mistral/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","data_business":null},"answer_pack":{"answer":"Mistral AI forked mistralai/transformers-release (forked from huggingface/transformers). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo mistralai/transformers-release · parent huggingface/transformers. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/mistralai/transformers-release","source_host":"github.com","occurred_at":"2023-09-27T10:44:53+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source","context":"forked from huggingface/transformers"},"context_markers":[{"label":"Lab","value":"Mistral AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"mistralai/transformers-release","source":"source"},{"label":"Parent","value":"huggingface/transformers","source":"source"},{"label":"Stars","value":"31","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"},{"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/mistralai/transformers-release"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:27.542407+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52/signal.json","dossier_json":"https://onlylabs.fyi/labs/mistral/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/mistral/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/mistral/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Forks expose what frontier-lab engineers are building on before polished announcements, making them useful for partnership and product wedge discovery.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52/signal.json","required":true},{"label":"source","url":"https://github.com/mistralai/transformers-release","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/mistral/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/mistral/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json","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 Mistral AI's fork signal \"mistralai/transformers-release\" for frontier lab strategy."},"semantic_triples":[{"subject":"Mistral AI","predicate":"forked","object":"mistralai/transformers-release","text":"Mistral AI forked mistralai/transformers-release."},{"subject":"mistralai/transformers-release","predicate":"is classified as","object":"fork signal","text":"mistralai/transformers-release is classified as fork signal."},{"subject":"mistralai/transformers-release","predicate":"belongs to","object":"forks desk","text":"mistralai/transformers-release belongs to forks desk."},{"subject":"mistralai/transformers-release","predicate":"has context","object":"forked from huggingface/transformers","text":"mistralai/transformers-release has context forked from huggingface/transformers."},{"subject":"mistralai/transformers-release","predicate":"has evidence coverage","object":"1 captured evidence page","text":"mistralai/transformers-release has evidence coverage 1 captured evidence page."},{"subject":"mistralai/transformers-release","predicate":"has captured page count","object":"1","text":"mistralai/transformers-release has captured page count 1."},{"subject":"mistralai/transformers-release","predicate":"has readable page count","object":"1","text":"mistralai/transformers-release has readable page count 1."},{"subject":"mistralai/transformers-release","predicate":"has related signal count","object":"6","text":"mistralai/transformers-release has related signal count 6."},{"subject":"mistralai/transformers-release","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":"mistralai/transformers-release 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":"mistralai/transformers-release","predicate":"has source host","object":"github.com","text":"mistralai/transformers-release has source host github.com."},{"subject":"mistralai/transformers-release","predicate":"has lab","object":"Mistral AI","text":"mistralai/transformers-release has lab Mistral AI."},{"subject":"mistralai/transformers-release","predicate":"has signal desk","object":"forks","text":"mistralai/transformers-release has signal desk forks."},{"subject":"mistralai/transformers-release","predicate":"has source host","object":"github.com","text":"mistralai/transformers-release has source host github.com."},{"subject":"mistralai/transformers-release","predicate":"has repository","object":"mistralai/transformers-release","text":"mistralai/transformers-release has repository mistralai/transformers-release."},{"subject":"mistralai/transformers-release","predicate":"has parent","object":"huggingface/transformers","text":"mistralai/transformers-release has parent huggingface/transformers."},{"subject":"mistralai/transformers-release","predicate":"has stars","object":"31","text":"mistralai/transformers-release has stars 31."},{"subject":"mistralai/transformers-release","predicate":"has watch term","object":"Model card","text":"mistralai/transformers-release has watch term Model card."},{"subject":"mistralai/transformers-release","predicate":"has watch term","object":"Data pipeline","text":"mistralai/transformers-release has watch term Data pipeline."}]},"intelligence":{"signal_desk":"forks","answer":"Mistral AI forked mistralai/transformers-release (forked from huggingface/transformers). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo mistralai/transformers-release · parent huggingface/transformers. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Mistral AI","predicate":"forked","object":"mistralai/transformers-release","text":"Mistral AI forked mistralai/transformers-release."},{"subject":"mistralai/transformers-release","predicate":"is classified as","object":"fork signal","text":"mistralai/transformers-release is classified as fork signal."},{"subject":"mistralai/transformers-release","predicate":"belongs to","object":"forks desk","text":"mistralai/transformers-release belongs to forks desk."},{"subject":"mistralai/transformers-release","predicate":"has context","object":"forked from huggingface/transformers","text":"mistralai/transformers-release has context forked from huggingface/transformers."},{"subject":"mistralai/transformers-release","predicate":"has evidence coverage","object":"1 captured evidence page","text":"mistralai/transformers-release has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4b7bbe19-c09f-45af-a7be-d568f7199a52","url":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52","json_url":"https://onlylabs.fyi/signals/4b7bbe19-c09f-45af-a7be-d568f7199a52/signal.json","source_url":"https://github.com/mistralai/transformers-release","title":"mistralai/transformers-release","summary":"Mistral 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":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2023-09-27T10:44:53+00:00","first_seen_at":"2026-06-05T05:42:59.656489+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/mistralai/transformers-release"]},"facets":{"repo":"mistralai/transformers-release","parent":"huggingface/transformers"},"traction":{"github_stars":31,"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/mistralai/transformers-release","final_url":"https://github.com/mistralai/transformers-release","title":"mistralai/transformers-release repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:27.542407+00:00","bytes":122002,"raw_path":"5637437179bbd6264f86f197537aedeb5b7e83a7f88d4524aea4fe20123280be.json","content_hash":"58e325d70d77414357b79749a2e1af7e4ca1ff19f81e775d339f4ce2b8394e75","excerpt_chars":1200,"truncated":true,"excerpt":"mistralai/transformers-release Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. License: Apache-2.0 Stars: 31 Forks: 12 Open issues: 1 Created: 2023-09-27T10:44:53Z Pushed: 2025-11-17T12:46:58Z 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/mistralai/transformers-release","final_url":"https://github.com/mistralai/transformers-release","title":"mistralai/transformers-release repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:27.542407+00:00","bytes":122002,"raw_path":"5637437179bbd6264f86f197537aedeb5b7e83a7f88d4524aea4fe20123280be.json","content_hash":"58e325d70d77414357b79749a2e1af7e4ca1ff19f81e775d339f4ce2b8394e75","excerpt_chars":1200,"truncated":true,"excerpt":"mistralai/transformers-release Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. License: Apache-2.0 Stars: 31 Forks: 12 Open issues: 1 Created: 2023-09-27T10:44:53Z Pushed: 2025-11-17T12:46:58Z 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":"1635f483-32ad-4db7-973f-4bd291a88a9a","url":"https://onlylabs.fyi/signals/1635f483-32ad-4db7-973f-4bd291a88a9a","source_url":"https://github.com/mistralai/zed-extensions","title":"mistralai/zed-extensions","context":"forked from zed-industries/extensions","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-12-12T16:03:58+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"4887726b-31fc-4a4f-a800-5fae8e811d05","url":"https://onlylabs.fyi/signals/4887726b-31fc-4a4f-a800-5fae8e811d05","source_url":"https://github.com/mistralai/prom_client_python","title":"mistralai/prom_client_python","context":"forked from prometheus/client_python","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-11-20T13:05:33+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"0ed014cd-a743-42ea-8853-ea2e5008094f","url":"https://onlylabs.fyi/signals/0ed014cd-a743-42ea-8853-ea2e5008094f","source_url":"https://github.com/mistralai/agent-client-protocol","title":"mistralai/agent-client-protocol","context":"forked from agentclientprotocol/agent-client-protocol","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-11-13T12:21:53+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"ebc817c1-3a86-44db-918c-49c9f70f0385","url":"https://onlylabs.fyi/signals/ebc817c1-3a86-44db-918c-49c9f70f0385","source_url":"https://github.com/mistralai/llm-d-inference-scheduler-public","title":"mistralai/llm-d-inference-scheduler-public","context":"forked from llm-d/llm-d-router","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-10-09T09:59:49+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"6a5f0fd2-cf75-4c2e-a948-e76855a682a4","url":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4","source_url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","title":"mistralai/llm-d-kv-cache-manager-public","context":"forked from llm-d/llm-d-kv-cache","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-10-09T09:59:37+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"b6b9215c-a338-43df-9167-f033482f2c16","url":"https://onlylabs.fyi/signals/b6b9215c-a338-43df-9167-f033482f2c16","source_url":"https://github.com/mistralai/gateway-api-inference-extension-public","title":"mistralai/gateway-api-inference-extension-public","context":"forked from kubernetes-sigs/gateway-api-inference-extension","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-10-09T09:58:50+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"}]}