{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Model: tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","description":"Tencent Hunyuan model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4","json_url":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4/signal.json","generated_at":"2026-06-11T02:41:03.291972+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/c40fee14-2efc-467d-815a-8dcce96921d4","signal_json":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4/signal.json","source":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Tencent Hunyuan published tencent/Sequential-Hidden-Decoding-8B-n8-Instruct. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 44 HF downloads · Low traction research model from Tencent. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","source_host":"huggingface.co","occurred_at":"2026-03-31T09:46:10+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Tencent Hunyuan","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"other","source":"model"},{"label":"Params","value":"12.5B","source":"model"},{"label":"Downloads","value":"44","source":"traction"},{"label":"Likes","value":"8","source":"traction"},{"label":"Notability","value":"Low traction research model from Tencent","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","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://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:41:03.291972+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4/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":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4/signal.json","required":true},{"label":"source","url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","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":"https://onlylabs.fyi/topics/releases/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 Tencent Hunyuan's model signal \"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct\" for frontier lab strategy."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","text":"Tencent Hunyuan published model tencent/Sequential-Hidden-Decoding-8B-n8-Instruct."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"is classified as","object":"model signal","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct is classified as model signal."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"belongs to","object":"releases desk","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct belongs to releases desk."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has evidence coverage 1 captured evidence page."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has captured page count","object":"1","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has captured page count 1."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has readable page count","object":"1","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has readable page count 1."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has related signal count","object":"6","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has related signal count 6."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has source host","object":"huggingface.co","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has source host huggingface.co."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has lab","object":"Tencent Hunyuan","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has lab Tencent Hunyuan."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has signal desk","object":"releases","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has signal desk releases."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has source host","object":"huggingface.co","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has source host huggingface.co."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has task","object":"text-generation","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has task text-generation."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has license","object":"other","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has license other."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has params","object":"12.5B","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has params 12.5B."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has downloads","object":"44","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has downloads 44."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has likes","object":"8","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has likes 8."}]},"intelligence":{"signal_desk":"releases","answer":"Tencent Hunyuan published tencent/Sequential-Hidden-Decoding-8B-n8-Instruct. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 44 HF downloads · Low traction research model from Tencent. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","text":"Tencent Hunyuan published model tencent/Sequential-Hidden-Decoding-8B-n8-Instruct."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"is classified as","object":"model signal","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct is classified as model signal."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"belongs to","object":"releases desk","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct belongs to releases desk."},{"subject":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c40fee14-2efc-467d-815a-8dcce96921d4","url":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4","json_url":"https://onlylabs.fyi/signals/c40fee14-2efc-467d-815a-8dcce96921d4/signal.json","source_url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","title":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct","summary":"Tencent Hunyuan published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-03-31T09:46:10+00:00","first_seen_at":"2026-06-06T01:49:43.378888+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://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":44,"hf_likes":8},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct/raw/main/README.md","final_url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct/raw/main/README.md","title":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:03.291972+00:00","bytes":3579,"raw_path":"9962d96fbddc3d576e8d384582688d98591ddfb8b878f0b45418cbdcfb20eda3.md","content_hash":"5137665e235b4817343d879d493d95787ef2c2e9538ad22ac6dfd0e36fe9505b","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: sequential-hidden-decoding license_link: LICENSE base_model: - tencent/Sequential-Hidden-Decoding-8B-n8 - Qwen/Qwen3-8B-Base tags: - sequential-hidden-decoding - instruct - text-generation - conversational --- Sequential-Hidden-Decoding-8B-n8-Instruct This is the instruction-tuned variant of **Sequential Hidden Decoding 8B n=8**, designed for conversational and instruction-following use cases. - **Base model:** [Sequential-Hidden-Decoding-8B-n8](https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8) - **Underlying architecture:** [Qwen3-8B-Base](https://huggingface.co/Qwen/Qwen3-8B-Base) - **Scale:** 8x - **Context Length:** 131072 - **Dtype:** bfloat16 Key Idea Sequential Hidden Decoding scales sequence length by preparing multiple Embedding matrices for the same token sequence, interleaving the results, and feeding the expanded sequence into the same Transformer. This model is the instruction-tuned release of the 8B n=8 variant. Serving (SGLang) This model requires a patched version of [SGLang](https://github.com/sgl-project/sglang) for inference. See the [project page](https://github.com/Tencent/Sequential-Hidden-Decoding) for..."},"evidence_pages":[{"url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct/raw/main/README.md","final_url":"https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8-Instruct/raw/main/README.md","title":"tencent/Sequential-Hidden-Decoding-8B-n8-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:03.291972+00:00","bytes":3579,"raw_path":"9962d96fbddc3d576e8d384582688d98591ddfb8b878f0b45418cbdcfb20eda3.md","content_hash":"5137665e235b4817343d879d493d95787ef2c2e9538ad22ac6dfd0e36fe9505b","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: sequential-hidden-decoding license_link: LICENSE base_model: - tencent/Sequential-Hidden-Decoding-8B-n8 - Qwen/Qwen3-8B-Base tags: - sequential-hidden-decoding - instruct - text-generation - conversational --- Sequential-Hidden-Decoding-8B-n8-Instruct This is the instruction-tuned variant of **Sequential Hidden Decoding 8B n=8**, designed for conversational and instruction-following use cases. - **Base model:** [Sequential-Hidden-Decoding-8B-n8](https://huggingface.co/tencent/Sequential-Hidden-Decoding-8B-n8) - **Underlying architecture:** [Qwen3-8B-Base](https://huggingface.co/Qwen/Qwen3-8B-Base) - **Scale:** 8x - **Context Length:** 131072 - **Dtype:** bfloat16 Key Idea Sequential Hidden Decoding scales sequence length by preparing multiple Embedding matrices for the same token sequence, interleaving the results, and feeding the expanded sequence into the same Transformer. This model is the instruction-tuned release of the 8B n=8 variant. Serving (SGLang) This model requires a patched version of [SGLang](https://github.com/sgl-project/sglang) for inference. See the [project page](https://github.com/Tencent/Sequential-Hidden-Decoding) for..."}],"related_signals":[{"id":"60c17a62-e0e7-47f3-aaed-e716a3e74c4f","url":"https://onlylabs.fyi/signals/60c17a62-e0e7-47f3-aaed-e716a3e74c4f","source_url":"https://huggingface.co/tencent/Universal_Audio_Tokenizer","title":"tencent/Universal_Audio_Tokenizer","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-27T06:12:37+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"514743d5-46b8-4208-8505-36e1fc876d1f","url":"https://onlylabs.fyi/signals/514743d5-46b8-4208-8505-36e1fc876d1f","source_url":"https://huggingface.co/tencent/Hy-MT2-7B","title":"tencent/Hy-MT2-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-11T14:56:58+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"e8216daa-50ec-44ed-84c8-af06f1263070","url":"https://onlylabs.fyi/signals/e8216daa-50ec-44ed-84c8-af06f1263070","source_url":"https://huggingface.co/tencent/Hy-MT2-1.8B","title":"tencent/Hy-MT2-1.8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-11T08:22:10+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"8b6e70df-c0fa-4bf4-9964-c79417964708","url":"https://onlylabs.fyi/signals/8b6e70df-c0fa-4bf4-9964-c79417964708","source_url":"https://huggingface.co/tencent/Hy-MT2-30B-A3B","title":"tencent/Hy-MT2-30B-A3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-11T07:43:51+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"c808c36a-7c7e-4f47-85d1-4671f1650013","url":"https://onlylabs.fyi/signals/c808c36a-7c7e-4f47-85d1-4671f1650013","source_url":"https://huggingface.co/tencent/Hy-MT1.5-1.8B-1.25bit","title":"tencent/Hy-MT1.5-1.8B-1.25bit","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-04-29T04:36:33+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"8bdfa94a-b4fb-4934-aef8-599b307fd6da","url":"https://onlylabs.fyi/signals/8bdfa94a-b4fb-4934-aef8-599b307fd6da","source_url":"https://huggingface.co/tencent/Hy-MT1.5-1.8B-2bit","title":"tencent/Hy-MT1.5-1.8B-2bit","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-04-29T04:35:46+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"}]}