{"schema_version":"onlylabs.public_signal.v1","title":"Xiaomi (MiMo) Fork: XiaomiMiMo/verl","description":"Xiaomi (MiMo) fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366","json_url":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366/signal.json","generated_at":"2026-10-12T19:42:42.886Z","evidence_latest_fetched_at":"2026-09-21T07:03:35.310804+00:00","signal_first_seen_at":"2026-09-21T07:00:30.239709+00:00","org":{"slug":"xiaomi","name":"Xiaomi (MiMo)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/xiaomi","dossier_json_url":"https://onlylabs.fyi/labs/xiaomi/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366","signal_json":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366/signal.json","source":"https://github.com/XiaomiMiMo/verl","lab_dossier":"https://onlylabs.fyi/labs/xiaomi","lab_dossier_json":"https://onlylabs.fyi/labs/xiaomi/dossier.json","analysis":"https://onlylabs.fyi/analysis/xiaomi","analysis_json":"https://onlylabs.fyi/analysis/xiaomi/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/xiaomi/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":"Xiaomi (MiMo) forked XiaomiMiMo/verl (forked from verl-project/verl). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo XiaomiMiMo/verl · parent verl-project/verl. onlylabs links this event to 1 captured evidence page and 4 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/XiaomiMiMo/verl","source_host":"github.com","occurred_at":"2026-09-21T05:54:44+00:00","first_seen_at":"2026-09-21T07:00:30.239709+00:00","date_source":"source","context":"forked from verl-project/verl"},"context_markers":[{"label":"Lab","value":"Xiaomi (MiMo)","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"XiaomiMiMo/verl","source":"source"},{"label":"Parent","value":"verl-project/verl","source":"source"},{"label":"Stars","value":"692","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/XiaomiMiMo/verl"],"related_signals":4,"has_source_url":true,"latest_page_fetched_at":"2026-09-21T07:03:35.310804+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366/signal.json","dossier_json":"https://onlylabs.fyi/labs/xiaomi/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/xiaomi/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/xiaomi/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 4 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/eaab352e-74ae-45dc-bc1d-4ae8d8759366/signal.json","required":true},{"label":"source","url":"https://github.com/XiaomiMiMo/verl","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/xiaomi/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/xiaomi/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 Xiaomi (MiMo)'s fork signal \"XiaomiMiMo/verl\" for neolab strategy."},"semantic_triples":[{"subject":"Xiaomi (MiMo)","predicate":"forked","object":"XiaomiMiMo/verl","text":"Xiaomi (MiMo) forked XiaomiMiMo/verl."},{"subject":"XiaomiMiMo/verl","predicate":"is classified as","object":"fork signal","text":"XiaomiMiMo/verl is classified as fork signal."},{"subject":"XiaomiMiMo/verl","predicate":"belongs to","object":"forks desk","text":"XiaomiMiMo/verl belongs to forks desk."},{"subject":"XiaomiMiMo/verl","predicate":"has context","object":"forked from verl-project/verl","text":"XiaomiMiMo/verl has context forked from verl-project/verl."},{"subject":"XiaomiMiMo/verl","predicate":"has evidence coverage","object":"1 captured evidence page","text":"XiaomiMiMo/verl has evidence coverage 1 captured evidence page."},{"subject":"XiaomiMiMo/verl","predicate":"has captured page count","object":"1","text":"XiaomiMiMo/verl has captured page count 1."},{"subject":"XiaomiMiMo/verl","predicate":"has readable page count","object":"1","text":"XiaomiMiMo/verl has readable page count 1."},{"subject":"XiaomiMiMo/verl","predicate":"has related signal count","object":"4","text":"XiaomiMiMo/verl has related signal count 4."},{"subject":"XiaomiMiMo/verl","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":"XiaomiMiMo/verl 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":"XiaomiMiMo/verl","predicate":"has source host","object":"github.com","text":"XiaomiMiMo/verl has source host github.com."},{"subject":"XiaomiMiMo/verl","predicate":"has lab","object":"Xiaomi (MiMo)","text":"XiaomiMiMo/verl has lab Xiaomi (MiMo)."},{"subject":"XiaomiMiMo/verl","predicate":"has signal desk","object":"forks","text":"XiaomiMiMo/verl has signal desk forks."},{"subject":"XiaomiMiMo/verl","predicate":"has source host","object":"github.com","text":"XiaomiMiMo/verl has source host github.com."},{"subject":"XiaomiMiMo/verl","predicate":"has repository","object":"XiaomiMiMo/verl","text":"XiaomiMiMo/verl has repository XiaomiMiMo/verl."},{"subject":"XiaomiMiMo/verl","predicate":"has parent","object":"verl-project/verl","text":"XiaomiMiMo/verl has parent verl-project/verl."},{"subject":"XiaomiMiMo/verl","predicate":"has stars","object":"692","text":"XiaomiMiMo/verl has stars 692."},{"subject":"XiaomiMiMo/verl","predicate":"has watch term","object":"RL environments","text":"XiaomiMiMo/verl has watch term RL environments."},{"subject":"XiaomiMiMo/verl","predicate":"has watch term","object":"Eval methodology","text":"XiaomiMiMo/verl has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Xiaomi (MiMo) forked XiaomiMiMo/verl (forked from verl-project/verl). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo XiaomiMiMo/verl · parent verl-project/verl. onlylabs links this event to 1 captured evidence page and 4 related fork signals.","semantic_triples":[{"subject":"Xiaomi (MiMo)","predicate":"forked","object":"XiaomiMiMo/verl","text":"Xiaomi (MiMo) forked XiaomiMiMo/verl."},{"subject":"XiaomiMiMo/verl","predicate":"is classified as","object":"fork signal","text":"XiaomiMiMo/verl is classified as fork signal."},{"subject":"XiaomiMiMo/verl","predicate":"belongs to","object":"forks desk","text":"XiaomiMiMo/verl belongs to forks desk."},{"subject":"XiaomiMiMo/verl","predicate":"has context","object":"forked from verl-project/verl","text":"XiaomiMiMo/verl has context forked from verl-project/verl."},{"subject":"XiaomiMiMo/verl","predicate":"has evidence coverage","object":"1 captured evidence page","text":"XiaomiMiMo/verl has evidence coverage 1 captured evidence page."}]},"signal":{"id":"eaab352e-74ae-45dc-bc1d-4ae8d8759366","url":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366","json_url":"https://onlylabs.fyi/signals/eaab352e-74ae-45dc-bc1d-4ae8d8759366/signal.json","source_url":"https://github.com/XiaomiMiMo/verl","title":"XiaomiMiMo/verl","summary":"Xiaomi (MiMo) forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from verl-project/verl","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"xiaomi","name":"Xiaomi (MiMo)","category":"neolab"},"occurred_at":"2026-09-21T05:54:44+00:00","first_seen_at":"2026-09-21T07:00:30.239709+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/XiaomiMiMo/verl"]},"facets":{"repo":"XiaomiMiMo/verl","parent":"verl-project/verl"},"traction":{"github_stars":692,"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/XiaomiMiMo/verl","final_url":"https://github.com/XiaomiMiMo/verl","title":"XiaomiMiMo/verl repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-21T07:03:35.310804+00:00","bytes":59387,"raw_path":"0d84d2623ee929a5ed41d5c79124ea093c2da6142b5c96cf99fe3f519a3d2609.json","content_hash":"117f6855aa5d5c4cbb5fcfb057fc14cc39290222d6dd2f6279a525ab00468a54","excerpt_chars":1200,"truncated":true,"excerpt":"XiaomiMiMo/verl Description: verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-09-21T05:54:44Z Pushed: 2026-09-21T01:49:07Z Default branch: main Fork: yes Parent repository: verl-project/verl Archived: no README: ![seed logo](https://github.com/user-attachments/assets/c42e675e-497c-4508-8bb9-093ad4d1f216) verl: Volcano Engine Reinforcement Learning for LLMs verl is a flexible, efficient and production-ready RL training library for large language models (LLMs). verl is the open-source version of **[HybridFlow: A Flexible and Efficient RLHF Framework](https://arxiv.org/abs/2409.19256v2)** paper. verl is flexible and easy to use with: - **Easy extension of diverse RL algorithms**: The hybrid-controller programming model enables flexible representation and efficient execution of complex post-training dataflows. Build RL dataflows such as GRPO, PPO in a few lines of code. - **Seamless integration of existing LLM infra with modular APIs**: Decouples computation and data dependencies, enabling seamless integration with existing LLM frameworks, such as FSDP, Megatron-LM, vLLM, SGLang, etc - **Flexible..."},"evidence_pages":[],"related_signals":[{"id":"c657f624-e5c4-479f-a2d7-fc8ae8d144a6","url":"https://onlylabs.fyi/signals/c657f624-e5c4-479f-a2d7-fc8ae8d144a6","source_url":"https://github.com/XiaomiMiMo/uni-agent","title":"XiaomiMiMo/uni-agent","context":"forked from verl-project/uni-agent","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"xiaomi","name":"Xiaomi (MiMo)","category":"neolab"},"occurred_at":"2026-09-21T07:47:17+00:00","first_seen_at":"2026-09-22T07:00:30.338971+00:00","date_source":"source"},{"id":"4dd94539-4d6c-40f2-a1c3-09874dbea884","url":"https://onlylabs.fyi/signals/4dd94539-4d6c-40f2-a1c3-09874dbea884","source_url":"https://github.com/XiaomiMiMo/mimoagent","title":"XiaomiMiMo/mimoagent","context":"forked from SWE-agent/mini-swe-agent","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"xiaomi","name":"Xiaomi (MiMo)","category":"neolab"},"occurred_at":"2026-09-21T07:37:31+00:00","first_seen_at":"2026-09-22T07:00:30.338971+00:00","date_source":"source"},{"id":"b1608d6d-6843-471c-8fdf-283941727e40","url":"https://onlylabs.fyi/signals/b1608d6d-6843-471c-8fdf-283941727e40","source_url":"https://github.com/XiaomiMiMo/lmms-eval","title":"XiaomiMiMo/lmms-eval","context":"forked from EvolvingLMMs-Lab/lmms-eval","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"xiaomi","name":"Xiaomi (MiMo)","category":"neolab"},"occurred_at":"2025-05-29T22:25:08+00:00","first_seen_at":"2026-06-05T20:58:53.241421+00:00","date_source":"source"},{"id":"22317a95-d4e6-423d-a7c0-222620f2c7eb","url":"https://onlylabs.fyi/signals/22317a95-d4e6-423d-a7c0-222620f2c7eb","source_url":"https://github.com/XiaomiMiMo/vllm","title":"XiaomiMiMo/vllm","context":"forked from vllm-project/vllm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"xiaomi","name":"Xiaomi (MiMo)","category":"neolab"},"occurred_at":"2025-04-29T06:43:27+00:00","first_seen_at":"2026-06-05T20:58:53.241421+00:00","date_source":"source"}]}