{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Repo: Tencent-Hunyuan/Hunyuan-TurboS","description":"Tencent Hunyuan repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/58d89d29-719e-4954-beda-7a2cd623eae3","json_url":"https://onlylabs.fyi/signals/58d89d29-719e-4954-beda-7a2cd623eae3/signal.json","generated_at":"2026-06-11T03:57:33.744431+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/58d89d29-719e-4954-beda-7a2cd623eae3","signal_json":"https://onlylabs.fyi/signals/58d89d29-719e-4954-beda-7a2cd623eae3/signal.json","source":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS","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-TurboS. 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-TurboS · New model from Tencent, low traction.. 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-TurboS","source_host":"github.com","occurred_at":"2025-05-20T13:34:02+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-TurboS","source":"source"},{"label":"Stars","value":"39","source":"traction"},{"label":"Notability","value":"New model from Tencent, low traction.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval 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1."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has readable page count","object":"1","text":"Tencent-Hunyuan/Hunyuan-TurboS has readable page count 1."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has related signal count","object":"6","text":"Tencent-Hunyuan/Hunyuan-TurboS has related signal count 6."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","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-TurboS 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-TurboS","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/Hunyuan-TurboS has source host github.com."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has lab","object":"Tencent Hunyuan","text":"Tencent-Hunyuan/Hunyuan-TurboS has lab Tencent Hunyuan."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has signal desk","object":"repos","text":"Tencent-Hunyuan/Hunyuan-TurboS has signal desk repos."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/Hunyuan-TurboS has source host github.com."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has repository","object":"Tencent-Hunyuan/Hunyuan-TurboS","text":"Tencent-Hunyuan/Hunyuan-TurboS has repository Tencent-Hunyuan/Hunyuan-TurboS."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has stars","object":"39","text":"Tencent-Hunyuan/Hunyuan-TurboS has stars 39."},{"subject":"Tencent-Hunyuan/Hunyuan-TurboS","predicate":"has notability","object":"New model from Tencent, low traction.","text":"Tencent-Hunyuan/Hunyuan-TurboS has 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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...."},"evidence_pages":[{"url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS","final_url":"https://github.com/Tencent-Hunyuan/Hunyuan-TurboS","title":"Tencent-Hunyuan/Hunyuan-TurboS repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:33.744431+00:00","bytes":11441,"raw_path":"eb16fb729913499060cfa409d1411b8bcaf226071dc005f0451f23b1fde543ce.json","content_hash":"5c8dfa15427e84543601f75308b522651480153deeef4a4b9b0163d585b5d71d","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/Hunyuan-TurboS Description: Hunyuan-TurboS: Advancing Large Language Models through Mamba-Transformer Synergy and Adaptive Chain-of-Thought Stars: 39 Forks: 5 Open issues: 1 Created: 2025-05-20T13:34:02Z Pushed: 2025-05-23T03:38:48Z 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...."}],"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"}]}