{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Model: tencent/POINTS-Seeker","description":"Tencent Hunyuan model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8e46cb9b-c3a1-4320-9aa4-650260b7db50","json_url":"https://onlylabs.fyi/signals/8e46cb9b-c3a1-4320-9aa4-650260b7db50/signal.json","generated_at":"2026-06-11T02:41:03.669247+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/8e46cb9b-c3a1-4320-9aa4-650260b7db50","signal_json":"https://onlylabs.fyi/signals/8e46cb9b-c3a1-4320-9aa4-650260b7db50/signal.json","source":"https://huggingface.co/tencent/POINTS-Seeker","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/POINTS-Seeker. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 114 HF downloads · Low traction, minor release. 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/POINTS-Seeker","source_host":"huggingface.co","occurred_at":"2026-03-24T03:09:43+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":"License","value":"other","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"8.9B","source":"model"},{"label":"Downloads","value":"114","source":"traction"},{"label":"Likes","value":"8","source":"traction"},{"label":"Notability","value":"Low traction, minor release","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Agents and tool use","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/POINTS-Seeker/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:41:03.669247+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8e46cb9b-c3a1-4320-9aa4-650260b7db50/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/8e46cb9b-c3a1-4320-9aa4-650260b7db50/signal.json","required":true},{"label":"source","url":"https://huggingface.co/tencent/POINTS-Seeker","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/POINTS-Seeker\" for frontier lab strategy."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/POINTS-Seeker","text":"Tencent Hunyuan published model tencent/POINTS-Seeker."},{"subject":"tencent/POINTS-Seeker","predicate":"is classified as","object":"model signal","text":"tencent/POINTS-Seeker is classified as model signal."},{"subject":"tencent/POINTS-Seeker","predicate":"belongs to","object":"releases desk","text":"tencent/POINTS-Seeker belongs to releases desk."},{"subject":"tencent/POINTS-Seeker","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/POINTS-Seeker has evidence coverage 1 captured evidence page."},{"subject":"tencent/POINTS-Seeker","predicate":"has captured page count","object":"1","text":"tencent/POINTS-Seeker has captured page count 1."},{"subject":"tencent/POINTS-Seeker","predicate":"has readable page count","object":"1","text":"tencent/POINTS-Seeker has readable page count 1."},{"subject":"tencent/POINTS-Seeker","predicate":"has related signal count","object":"6","text":"tencent/POINTS-Seeker has related signal count 6."},{"subject":"tencent/POINTS-Seeker","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/POINTS-Seeker has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"tencent/POINTS-Seeker","predicate":"has source host","object":"huggingface.co","text":"tencent/POINTS-Seeker has source host huggingface.co."},{"subject":"tencent/POINTS-Seeker","predicate":"has lab","object":"Tencent Hunyuan","text":"tencent/POINTS-Seeker has lab Tencent Hunyuan."},{"subject":"tencent/POINTS-Seeker","predicate":"has signal desk","object":"releases","text":"tencent/POINTS-Seeker has signal desk releases."},{"subject":"tencent/POINTS-Seeker","predicate":"has source host","object":"huggingface.co","text":"tencent/POINTS-Seeker has source host huggingface.co."},{"subject":"tencent/POINTS-Seeker","predicate":"has license","object":"other","text":"tencent/POINTS-Seeker has license other."},{"subject":"tencent/POINTS-Seeker","predicate":"has library","object":"transformers","text":"tencent/POINTS-Seeker has library transformers."},{"subject":"tencent/POINTS-Seeker","predicate":"has params","object":"8.9B","text":"tencent/POINTS-Seeker has params 8.9B."},{"subject":"tencent/POINTS-Seeker","predicate":"has downloads","object":"114","text":"tencent/POINTS-Seeker has downloads 114."},{"subject":"tencent/POINTS-Seeker","predicate":"has likes","object":"8","text":"tencent/POINTS-Seeker has likes 8."}]},"intelligence":{"signal_desk":"releases","answer":"Tencent Hunyuan published tencent/POINTS-Seeker. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 114 HF downloads · Low traction, minor release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/POINTS-Seeker","text":"Tencent Hunyuan published model tencent/POINTS-Seeker."},{"subject":"tencent/POINTS-Seeker","predicate":"is classified as","object":"model signal","text":"tencent/POINTS-Seeker is classified as model signal."},{"subject":"tencent/POINTS-Seeker","predicate":"belongs to","object":"releases desk","text":"tencent/POINTS-Seeker belongs to releases desk."},{"subject":"tencent/POINTS-Seeker","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/POINTS-Seeker has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8e46cb9b-c3a1-4320-9aa4-650260b7db50","url":"https://onlylabs.fyi/signals/8e46cb9b-c3a1-4320-9aa4-650260b7db50","json_url":"https://onlylabs.fyi/signals/8e46cb9b-c3a1-4320-9aa4-650260b7db50/signal.json","source_url":"https://huggingface.co/tencent/POINTS-Seeker","title":"tencent/POINTS-Seeker","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":"2026-03-24T03:09:43+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/POINTS-Seeker/raw/main/README.md"]},"facets":{"license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":114,"hf_likes":8},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/tencent/POINTS-Seeker/raw/main/README.md","final_url":"https://huggingface.co/tencent/POINTS-Seeker/raw/main/README.md","title":"tencent/POINTS-Seeker model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:03.669247+00:00","bytes":2727,"raw_path":"2c05a5bbb59fda1cfe25c77dff2d602f9ec86bbe4f6e10f61a82118ed6e338bf.md","content_hash":"f025cc74329fc345103f9d8ac6e832603eedfe1d3853148e4b0ca9ccae576cae","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: - Qwen/Qwen3-8B-Base language: - en - zh license: other license_name: license-term-of-points-seeker metrics: - accuracy library_name: transformers ---

\"HuggingFace\" \"Paper\"

🌟 Model Overview **POINTS-Seeker-8B** is a state-of-the-art multimodal agentic search model built **from scratch** to overcome the epistemic limits of static parametric knowledge in LMMs. Rather than bolting search tools onto an existing LMM, POINTS-Seeker is natively trained with **Agentic Seeding**—a dedicated phase that instills the foundational precursors for agentic behaviors—and equipped with **V-Fold**, an adaptive history-aware compression scheme, effectively resolving the performance bottleneck of long-horizon interactions. POINTS-Seeker-8B achieves..."},"evidence_pages":[{"url":"https://huggingface.co/tencent/POINTS-Seeker/raw/main/README.md","final_url":"https://huggingface.co/tencent/POINTS-Seeker/raw/main/README.md","title":"tencent/POINTS-Seeker model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:03.669247+00:00","bytes":2727,"raw_path":"2c05a5bbb59fda1cfe25c77dff2d602f9ec86bbe4f6e10f61a82118ed6e338bf.md","content_hash":"f025cc74329fc345103f9d8ac6e832603eedfe1d3853148e4b0ca9ccae576cae","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: - Qwen/Qwen3-8B-Base language: - en - zh license: other license_name: license-term-of-points-seeker metrics: - accuracy library_name: transformers ---

\"HuggingFace\" \"Paper\"

🌟 Model Overview **POINTS-Seeker-8B** is a state-of-the-art multimodal agentic search model built **from scratch** to overcome the epistemic limits of static parametric knowledge in LMMs. Rather than bolting search tools onto an existing LMM, POINTS-Seeker is natively trained with **Agentic Seeding**—a dedicated phase that instills the foundational precursors for agentic behaviors—and equipped with **V-Fold**, an adaptive history-aware compression scheme, effectively resolving the performance bottleneck of long-horizon interactions. POINTS-Seeker-8B achieves..."}],"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"}]}