{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Repo: Tencent-Hunyuan/HY-Video-PRFL","description":"Tencent Hunyuan repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/358615ef-7593-4302-8300-40ae6efe2cc4","json_url":"https://onlylabs.fyi/signals/358615ef-7593-4302-8300-40ae6efe2cc4/signal.json","generated_at":"2026-06-11T03:03:03.821904+00:00","org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/tencent-hunyuan","dossier_json_url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/358615ef-7593-4302-8300-40ae6efe2cc4","signal_json":"https://onlylabs.fyi/signals/358615ef-7593-4302-8300-40ae6efe2cc4/signal.json","source":"https://github.com/Tencent-Hunyuan/HY-Video-PRFL","lab_dossier":"https://onlylabs.fyi/labs/tencent-hunyuan","lab_dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis":"https://onlylabs.fyi/analysis/tencent-hunyuan","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Tencent Hunyuan published Tencent-Hunyuan/HY-Video-PRFL (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Tencent-Hunyuan/HY-Video-PRFL · language Python · New repo from Tencent, modest stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Tencent-Hunyuan/HY-Video-PRFL","source_host":"github.com","occurred_at":"2026-01-06T11:59:33+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Tencent Hunyuan","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Tencent-Hunyuan/HY-Video-PRFL","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"91","source":"traction"},{"label":"Notability","value":"New repo from Tencent, modest stars.","source":"signal"},{"label":"Watch 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new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/358615ef-7593-4302-8300-40ae6efe2cc4/signal.json","required":true},{"label":"source","url":"https://github.com/Tencent-Hunyuan/HY-Video-PRFL","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","required":true},{"label":"topic_signals_json","url":null,"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 Tencent Hunyuan's repo signal \"Tencent-Hunyuan/HY-Video-PRFL\" for frontier lab strategy."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/HY-Video-PRFL","text":"Tencent Hunyuan published repo Tencent-Hunyuan/HY-Video-PRFL."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/HY-Video-PRFL is classified as repo signal."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/HY-Video-PRFL belongs to repos desk."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has context","object":"Python","text":"Tencent-Hunyuan/HY-Video-PRFL has context Python."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/HY-Video-PRFL has evidence coverage 1 captured evidence page."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has captured page count","object":"1","text":"Tencent-Hunyuan/HY-Video-PRFL has captured page count 1."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has readable page count","object":"1","text":"Tencent-Hunyuan/HY-Video-PRFL has readable page count 1."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has related signal count","object":"6","text":"Tencent-Hunyuan/HY-Video-PRFL has related signal count 6."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"Tencent-Hunyuan/HY-Video-PRFL has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/HY-Video-PRFL has source host github.com."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has lab","object":"Tencent Hunyuan","text":"Tencent-Hunyuan/HY-Video-PRFL has lab Tencent Hunyuan."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has signal desk","object":"repos","text":"Tencent-Hunyuan/HY-Video-PRFL has signal desk repos."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/HY-Video-PRFL has source host github.com."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has repository","object":"Tencent-Hunyuan/HY-Video-PRFL","text":"Tencent-Hunyuan/HY-Video-PRFL has repository Tencent-Hunyuan/HY-Video-PRFL."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has language","object":"Python","text":"Tencent-Hunyuan/HY-Video-PRFL has language Python."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has stars","object":"91","text":"Tencent-Hunyuan/HY-Video-PRFL has stars 91."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has notability","object":"New repo from Tencent, modest stars.","text":"Tencent-Hunyuan/HY-Video-PRFL has notability New repo from Tencent, modest stars.."},{"subject":"Tencent-Hunyuan/HY-Video-PRFL","predicate":"has watch term","object":"Infrastructure","text":"Tencent-Hunyuan/HY-Video-PRFL has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Tencent Hunyuan published Tencent-Hunyuan/HY-Video-PRFL (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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<a href=\"https://hy-video-prfl.github.io/HY-VIDEO-PRFL/\"><img src=\"https://img.shields.io/static/v1?label=Project%20Page&message=Web&color=green\"></a> &ensp; <a href=\"https://arxiv.org/pdf/2511.21541\"><img src=\"https://img.shields.io/badge/ArXiv-2511.21541-red\"></a> &ensp; <a href=\"https://huggingface.co/tencent/HY-Video-PRFL\"><img..."},"evidence_pages":[{"url":"https://github.com/Tencent-Hunyuan/HY-Video-PRFL","final_url":"https://github.com/Tencent-Hunyuan/HY-Video-PRFL","title":"Tencent-Hunyuan/HY-Video-PRFL repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:03.821904+00:00","bytes":25316,"raw_path":"6a80cac73f8a2ef0ef65f8da9d58cb559cc937a1e73e90acb20cacbf58f3963f.json","content_hash":"c37dc33c72bd18c02085907e653f7a5a81ad5f3f898dfeef586e444fa4ff7ad9","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/HY-Video-PRFL Language: Python License: NOASSERTION Stars: 91 Forks: 2 Open issues: 0 Created: 2026-01-06T11:59:33Z Pushed: 2026-01-13T06:19:01Z Default branch: main Fork: no Archived: no README: [中文文档](./README_CN.md) HY-Video-PRFL <div align=\"center\"> <img src=\"assets/logo.svg\" height=100> ⚡ HY-Video-PRFL: Video Generation Models Are Good Latent Reward Models </div> Video generation models can both create and evaluate — we enable 14B models to complete full 720P×81-frame post-training within 67GB VRAM, achieving 1.5× faster speed and 56% improvement in motion quality over traditional methods. <div align=\"center\"> <a href=\"https://github.com/Tencent-Hunyuan/HY-Video-PRFL\"><img src=\"https://img.shields.io/static/v1?label=HY-Video-PRFL%20Code&message=Github&color=blue\"></a> &ensp; <a href=\"https://hy-video-prfl.github.io/HY-VIDEO-PRFL/\"><img src=\"https://img.shields.io/static/v1?label=Project%20Page&message=Web&color=green\"></a> &ensp; <a href=\"https://arxiv.org/pdf/2511.21541\"><img src=\"https://img.shields.io/badge/ArXiv-2511.21541-red\"></a> &ensp; <a href=\"https://huggingface.co/tencent/HY-Video-PRFL\"><img..."}],"related_signals":[{"id":"30ef45dc-aee6-470e-8bb6-1aff274256c4","url":"https://onlylabs.fyi/signals/30ef45dc-aee6-470e-8bb6-1aff274256c4","source_url":"https://github.com/Tencent-Hunyuan/UniRL","title":"Tencent-Hunyuan/UniRL","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-06-08T12:29:36+00:00","first_seen_at":"2026-06-09T07:00:33.142136+00:00","date_source":"source"},{"id":"a4a55c54-84f7-4b5d-b58a-26ff8fa578d7","url":"https://onlylabs.fyi/signals/a4a55c54-84f7-4b5d-b58a-26ff8fa578d7","source_url":"https://github.com/Tencent-Hunyuan/PlanningBench","title":"Tencent-Hunyuan/PlanningBench","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-29T02:24:44+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"7c054af3-8d52-42c8-8d3a-9cf4d0f97e99","url":"https://onlylabs.fyi/signals/7c054af3-8d52-42c8-8d3a-9cf4d0f97e99","source_url":"https://github.com/Tencent-Hunyuan/Precise","title":"Tencent-Hunyuan/Precise","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-22T02:07:30+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"79193606-cf5c-4e28-89fb-30f176808c2f","url":"https://onlylabs.fyi/signals/79193606-cf5c-4e28-89fb-30f176808c2f","source_url":"https://github.com/Tencent-Hunyuan/Hy-MT2","title":"Tencent-Hunyuan/Hy-MT2","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-18T07:54:11+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"f4f4c0ae-5f78-4070-8653-5516eb1f71ee","url":"https://onlylabs.fyi/signals/f4f4c0ae-5f78-4070-8653-5516eb1f71ee","source_url":"https://github.com/Tencent-Hunyuan/Hy-Embodied-RoboFusion","title":"Tencent-Hunyuan/Hy-Embodied-RoboFusion","context":"C","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-06T06:20:04+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"0eb03731-82e8-475f-8a1b-786ca5b4fe59","url":"https://onlylabs.fyi/signals/0eb03731-82e8-475f-8a1b-786ca5b4fe59","source_url":"https://github.com/Tencent-Hunyuan/R-DMesh","title":"Tencent-Hunyuan/R-DMesh","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-04-29T07:36:06+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"}]}