{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Writing: Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","description":"Qwen (Alibaba Cloud) writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6","json_url":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6/signal.json","generated_at":"2026-06-07T21:16:13.072542+00:00","org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/qwen","dossier_json_url":"https://onlylabs.fyi/labs/qwen/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6","signal_json":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6/signal.json","source":"https://qwenlm.github.io/blog/qwen2.5-max/","lab_dossier":"https://onlylabs.fyi/labs/qwen","lab_dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis":"https://onlylabs.fyi/analysis/qwen","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/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/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Flagship MoE model release from notable lab · Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Infrastructure in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://qwenlm.github.io/blog/qwen2.5-max/","source_host":"qwenlm.github.io","occurred_at":"2025-01-28T15:00:04+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Qwen (Alibaba Cloud)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"qwenlm.github.io","source":"source"},{"label":"Notability","value":"Flagship MoE model release from notable lab","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"scaling","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch 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infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6/signal.json","dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which data-business lane explains this signal: Data demand, Infrastructure?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally 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Exploring the Intelligence of Large-scale MoE Model has related signal count 6."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"has source host","object":"qwenlm.github.io","text":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model has source host qwenlm.github.io."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"has lab","object":"Qwen (Alibaba 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Flagship MoE model release from notable lab · Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published","object":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","text":"Qwen (Alibaba Cloud) published Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"is classified as","object":"writing signal","text":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model is classified as writing signal."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"belongs to","object":"talking desk","text":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model belongs to talking desk."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model has evidence coverage 1 captured evidence page."},{"subject":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model matches data-business lanes Data demand, Infrastructure."}]},"signal":{"id":"0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6","url":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6","json_url":"https://onlylabs.fyi/signals/0ebbac24-2aff-470f-b5f3-7f6c36e3c6f6/signal.json","source_url":"https://qwenlm.github.io/blog/qwen2.5-max/","title":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","summary":"Qwen (Alibaba Cloud) published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-01-28T15:00:04+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date","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://qwenlm.github.io/blog/qwen2.5-max/"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":25,"matched_terms":["data","scaling"],"reason":"Qwen (Alibaba Cloud) has a writing signal matching data demand, infrastructure."}},"primary_evidence_page":{"url":"https://qwenlm.github.io/blog/qwen2.5-max/","final_url":"https://qwenlm.github.io/blog/qwen2.5-max/","title":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:13.072542+00:00","bytes":25533,"raw_path":"8c485019ad8d036a1361cfd28285867c2fb658ffcfcd2e4b97c6a2551f68d205.html","content_hash":"e9d8dca99fde406ae71427796fb7fa9354fadd1e91f7fb1fca32e94326fd4181","excerpt_chars":1200,"truncated":true,"excerpt":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5 seconds. If you are not redirected automatically, please click the button below. Go Now Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model January 28, 2025 · 3 min · 561 words · Qwen Team | Translations: 简体中文 QWEN CHAT API DEMO DISCORD It is widely recognized that continuously scaling both data size and model size can lead to significant improvements in model intelligence. However, the research and industry community has limited experience in effectively scaling extremely large models, whether they are dense or Mixture-of-Expert (MoE) models. Many critical details regarding this scaling process were only disclosed with the recent release of DeepSeek V3. 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Today, we are excited to share the performance results of Qwen2.5-Max and announce the availability of..."},"evidence_pages":[{"url":"https://qwenlm.github.io/blog/qwen2.5-max/","final_url":"https://qwenlm.github.io/blog/qwen2.5-max/","title":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:13.072542+00:00","bytes":25533,"raw_path":"8c485019ad8d036a1361cfd28285867c2fb658ffcfcd2e4b97c6a2551f68d205.html","content_hash":"e9d8dca99fde406ae71427796fb7fa9354fadd1e91f7fb1fca32e94326fd4181","excerpt_chars":1200,"truncated":true,"excerpt":"Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5 seconds. If you are not redirected automatically, please click the button below. Go Now Qwen2.5-Max: Exploring the Intelligence of Large-scale MoE Model January 28, 2025 · 3 min · 561 words · Qwen Team | Translations: 简体中文 QWEN CHAT API DEMO DISCORD It is widely recognized that continuously scaling both data size and model size can lead to significant improvements in model intelligence. However, the research and industry community has limited experience in effectively scaling extremely large models, whether they are dense or Mixture-of-Expert (MoE) models. Many critical details regarding this scaling process were only disclosed with the recent release of DeepSeek V3. Concurrently, we are developing Qwen2.5-Max, a large-scale MoE model that has been pretrained on over 20 trillion tokens and further post-trained with curated Supervised Fine-Tuning (SFT) and Reinforcement Learning from Human Feedback (RLHF) methodologies. Today, we are excited to share the performance results of Qwen2.5-Max and announce the availability of..."}],"related_signals":[{"id":"54029233-5b0e-4748-aae1-6013ae3553d0","url":"https://onlylabs.fyi/signals/54029233-5b0e-4748-aae1-6013ae3553d0","source_url":"https://qwenlm.github.io/blog/qwen3guard/","title":"Qwen3Guard: Real-time Safety for Your Token Stream","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-09-22T20:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"4e64c872-3d4f-4d01-8908-35b65736eb6e","url":"https://onlylabs.fyi/signals/4e64c872-3d4f-4d01-8908-35b65736eb6e","source_url":"https://qwenlm.github.io/blog/qwen-image-edit/","title":"Qwen-Image-Edit: Image Editing with Higher Quality and Efficiency","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-08-18T17:30:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"27bd1b4a-28a4-423c-abb0-e5d24251de65","url":"https://onlylabs.fyi/signals/27bd1b4a-28a4-423c-abb0-e5d24251de65","source_url":"https://qwenlm.github.io/blog/qwen-image/","title":"Qwen-Image: Crafting with Native Text Rendering","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-08-04T14:08:30+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"c662ae5e-1dd9-42a6-8297-87bc670d59ef","url":"https://onlylabs.fyi/signals/c662ae5e-1dd9-42a6-8297-87bc670d59ef","source_url":"https://qwenlm.github.io/blog/gspo/","title":"GSPO: Towards Scalable Reinforcement Learning for Language Models","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-07-27T07:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"22c0d58c-5ce1-4d1f-97df-de5ebd764517","url":"https://onlylabs.fyi/signals/22c0d58c-5ce1-4d1f-97df-de5ebd764517","source_url":"https://qwenlm.github.io/blog/qwen-mt/","title":"Qwen-MT: Where Speed Meets Smart Translation","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-07-24T14:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"b6e0bdb2-ffd3-4aed-b44b-732a5e0424a5","url":"https://onlylabs.fyi/signals/b6e0bdb2-ffd3-4aed-b44b-732a5e0424a5","source_url":"https://qwenlm.github.io/blog/qwen3-coder/","title":"Qwen3-Coder: Agentic Coding in the World","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-07-22T13:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"}]}