{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Model: tencent/UI-Mate-democua-27B","description":"Tencent Hunyuan model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b60d223f-7b97-49c4-a34b-84c2b1fbabd7","json_url":"https://onlylabs.fyi/signals/b60d223f-7b97-49c4-a34b-84c2b1fbabd7/signal.json","generated_at":"2026-08-29T18:08:26.839Z","evidence_latest_fetched_at":"2026-08-19T07:20:22.096897+00:00","signal_first_seen_at":"2026-08-19T07:20:09.090903+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/b60d223f-7b97-49c4-a34b-84c2b1fbabd7","signal_json":"https://onlylabs.fyi/signals/b60d223f-7b97-49c4-a34b-84c2b1fbabd7/signal.json","source":"https://huggingface.co/tencent/UI-Mate-democua-27B","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/UI-Mate-democua-27B. 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It observes live screenshots, reasons over the visible state, and produces structured keyboard and mouse actions, and it can additionally take one recorded workflow as input and carry that procedure over to a new task. It starts from the general reinforcement-learning checkpoint and is further trained with supervised fine-tuning on a mixture of general computer-use data and demonstration-augmented data. Keeping general data in the mixture is what preserves instruction-only competence: the model still runs a task from an instruction alone, and gains the ability to use a demonstration when one is supplied. A demonstration is treated as guidance rather than a fixed action script. Recorded coordinates are never replayed, and the model re-plans from the live interface whenever the content, layout, or application state differs. Model Details - **Parameters:** 27B - **Base model:** [Qwen3.6-27B](https://huggingface.co/Qwen/Qwen3.6-27B) - **Input:** task instruction, screenshots, interaction history, and an optional demonstration workflow - **Output:** reasoning, a concise action description, and..."},"evidence_pages":[],"related_signals":[{"id":"e36f778a-8545-4d78-b3fd-a9da4e9b5298","url":"https://onlylabs.fyi/signals/e36f778a-8545-4d78-b3fd-a9da4e9b5298","source_url":"https://huggingface.co/tencent/Hy4-preview","title":"tencent/Hy4-preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-27T08:52:40+00:00","first_seen_at":"2026-08-28T07:20:09.545171+00:00","date_source":"source"},{"id":"76c9863e-a89a-4341-b92e-c8c46490a492","url":"https://onlylabs.fyi/signals/76c9863e-a89a-4341-b92e-c8c46490a492","source_url":"https://huggingface.co/tencent/WeMM-Embedding-9B","title":"tencent/WeMM-Embedding-9B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-25T03:10:55+00:00","first_seen_at":"2026-08-26T07:20:09.577365+00:00","date_source":"source"},{"id":"73f27c29-2571-4e1a-806c-dda31cefc800","url":"https://onlylabs.fyi/signals/73f27c29-2571-4e1a-806c-dda31cefc800","source_url":"https://huggingface.co/tencent/WeMM-Embedding-4B","title":"tencent/WeMM-Embedding-4B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-25T03:10:36+00:00","first_seen_at":"2026-08-26T07:20:09.577365+00:00","date_source":"source"},{"id":"9feca960-1802-43e2-943e-29f49088062a","url":"https://onlylabs.fyi/signals/9feca960-1802-43e2-943e-29f49088062a","source_url":"https://huggingface.co/tencent/WeMM-Embedding-2B","title":"tencent/WeMM-Embedding-2B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-25T03:10:05+00:00","first_seen_at":"2026-08-26T07:20:09.577365+00:00","date_source":"source"},{"id":"84ca5aa5-9b3e-4229-910c-24917b139e69","url":"https://onlylabs.fyi/signals/84ca5aa5-9b3e-4229-910c-24917b139e69","source_url":"https://huggingface.co/tencent/EVIE-Preview-4.5B","title":"tencent/EVIE-Preview-4.5B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-17T11:53:54+00:00","first_seen_at":"2026-08-18T07:20:09.630184+00:00","date_source":"source"},{"id":"c9c83615-8926-4f53-a793-f9e7f200aaf9","url":"https://onlylabs.fyi/signals/c9c83615-8926-4f53-a793-f9e7f200aaf9","source_url":"https://huggingface.co/tencent/UI-Mate-9B","title":"tencent/UI-Mate-9B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-14T04:55:32+00:00","first_seen_at":"2026-08-18T07:20:09.630184+00:00","date_source":"source"}]}