{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Repo: Tencent-Hunyuan/Hunyuan-TurboS3","description":"Tencent Hunyuan repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/190e739b-21a0-4075-bcfa-592a25160024","json_url":"https://onlylabs.fyi/signals/190e739b-21a0-4075-bcfa-592a25160024/signal.json","generated_at":"2026-06-11T03:57:33.457627+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/190e739b-21a0-4075-bcfa-592a25160024","signal_json":"https://onlylabs.fyi/signals/190e739b-21a0-4075-bcfa-592a25160024/signal.json","source":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS3","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/Hunyuan-TurboS3. 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/Hunyuan-TurboS3 · Low star count, new repo. 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/Hunyuan-TurboS3","source_host":"github.com","occurred_at":"2025-05-20T16:20:29+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source","context":null},"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/Hunyuan-TurboS3","source":"source"},{"label":"Stars","value":"5","source":"traction"},{"label":"Notability","value":"Low star count, new repo","source":"signal"},{"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"}],"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/Tencent-Hunyuan/Hunyuan-TurboS3"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:57:33.457627+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/190e739b-21a0-4075-bcfa-592a25160024/signal.json","dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"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.","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/190e739b-21a0-4075-bcfa-592a25160024/signal.json","required":true},{"label":"source","url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS3","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/Hunyuan-TurboS3\" for frontier lab strategy."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/Hunyuan-TurboS3","text":"Tencent Hunyuan published repo Tencent-Hunyuan/Hunyuan-TurboS3."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/Hunyuan-TurboS3 is classified as repo signal."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/Hunyuan-TurboS3 belongs to repos desk."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has evidence coverage 1 captured evidence page."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has captured page count","object":"1","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has captured page count 1."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has readable page count","object":"1","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has readable page count 1."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has related signal count","object":"6","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has related signal count 6."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","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/Hunyuan-TurboS3 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/Hunyuan-TurboS3","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has source host github.com."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has lab","object":"Tencent Hunyuan","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has lab Tencent Hunyuan."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has signal desk","object":"repos","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has signal desk repos."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has source host github.com."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has repository","object":"Tencent-Hunyuan/Hunyuan-TurboS3","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has repository Tencent-Hunyuan/Hunyuan-TurboS3."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has stars","object":"5","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has stars 5."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has notability","object":"Low star count, new repo","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has notability Low star count, new repo."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has watch term","object":"RL environments","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has watch term RL environments."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has watch term","object":"Eval methodology","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Tencent Hunyuan published Tencent-Hunyuan/Hunyuan-TurboS3. 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/Hunyuan-TurboS3 · Low star count, new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/Hunyuan-TurboS3","text":"Tencent Hunyuan published repo Tencent-Hunyuan/Hunyuan-TurboS3."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/Hunyuan-TurboS3 is classified as repo signal."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/Hunyuan-TurboS3 belongs to repos desk."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/Hunyuan-TurboS3 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"190e739b-21a0-4075-bcfa-592a25160024","url":"https://onlylabs.fyi/signals/190e739b-21a0-4075-bcfa-592a25160024","json_url":"https://onlylabs.fyi/signals/190e739b-21a0-4075-bcfa-592a25160024/signal.json","source_url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS3","title":"Tencent-Hunyuan/Hunyuan-TurboS3","summary":"Tencent Hunyuan published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2025-05-20T16:20:29+00:00","first_seen_at":"2026-06-05T21:53:29.068517+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/Tencent-Hunyuan/Hunyuan-TurboS3"]},"facets":{"repo":"Tencent-Hunyuan/Hunyuan-TurboS3"},"traction":{"github_stars":5,"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/Tencent-Hunyuan/Hunyuan-TurboS3","final_url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS3","title":"Tencent-Hunyuan/Hunyuan-TurboS3 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:33.457627+00:00","bytes":11004,"raw_path":"f1081ba91acd9b4ce56e5cd19b2849f949ba8bfe449964e57a8c2c7c0666ea85.json","content_hash":"d36e834b38615db17305b3eede501d484879a07f0ebace4553e746adb1d9544f","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/Hunyuan-TurboS3 Stars: 5 Forks: 0 Open issues: 0 Created: 2025-05-20T16:20:29Z Pushed: 2025-05-20T16:49:57Z Default branch: main Fork: no Archived: no README: Hunyuan-TurboS: Advancing Large Language Models through Mamba-Transformer Synergy and Adaptive Chain-of-Thought Abstract As Large Language Models (LLMs) rapidly advance, we introduce Hunyuan-TurboS, a novel large hybrid Transformer-Mamba Mixture of Experts (MoE) model. It synergistically combines Mamba's long-sequence processing efficiency with Transformer's superior contextual understanding. Hunyuan-TurboS features an adaptive long-short chain-of-thought (CoT) mechanism, dynamically switching between rapid responses for simple queries and deep \"thinking\" modes for complex problems, optimizing computational resources. Architecturally, this 56B activated (560B total) parameter model employs 128 layers (Mamba2, Attention, FFN) with an innovative AMF/MF block pattern. Faster Mamba2 ensures linear complexity, Grouped-Query Attention minimizes KV cache, and FFNs use an MoE structure. Pre-trained on 16T high-quality tokens, it supports a 256K context length and is the first industry-deployed large-scale Mamba..."},"evidence_pages":[{"url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS3","final_url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS3","title":"Tencent-Hunyuan/Hunyuan-TurboS3 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:33.457627+00:00","bytes":11004,"raw_path":"f1081ba91acd9b4ce56e5cd19b2849f949ba8bfe449964e57a8c2c7c0666ea85.json","content_hash":"d36e834b38615db17305b3eede501d484879a07f0ebace4553e746adb1d9544f","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/Hunyuan-TurboS3 Stars: 5 Forks: 0 Open issues: 0 Created: 2025-05-20T16:20:29Z Pushed: 2025-05-20T16:49:57Z Default branch: main Fork: no Archived: no README: Hunyuan-TurboS: Advancing Large Language Models through Mamba-Transformer Synergy and Adaptive Chain-of-Thought Abstract As Large Language Models (LLMs) rapidly advance, we introduce Hunyuan-TurboS, a novel large hybrid Transformer-Mamba Mixture of Experts (MoE) model. It synergistically combines Mamba's long-sequence processing efficiency with Transformer's superior contextual understanding. Hunyuan-TurboS features an adaptive long-short chain-of-thought (CoT) mechanism, dynamically switching between rapid responses for simple queries and deep \"thinking\" modes for complex problems, optimizing computational resources. Architecturally, this 56B activated (560B total) parameter model employs 128 layers (Mamba2, Attention, FFN) with an innovative AMF/MF block pattern. Faster Mamba2 ensures linear complexity, Grouped-Query Attention minimizes KV cache, and FFNs use an MoE structure. Pre-trained on 16T high-quality tokens, it supports a 256K context length and is the first industry-deployed large-scale Mamba..."}],"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"}]}