{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Writing: Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","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/b43cd8f7-ea0e-407e-91ea-22b904aff835","json_url":"https://onlylabs.fyi/signals/b43cd8f7-ea0e-407e-91ea-22b904aff835/signal.json","generated_at":"2026-06-07T21:16:13.212307+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/b43cd8f7-ea0e-407e-91ea-22b904aff835","signal_json":"https://onlylabs.fyi/signals/b43cd8f7-ea0e-407e-91ea-22b904aff835/signal.json","source":"https://qwenlm.github.io/blog/qwen2.5-1m/","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":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: 1M context length extension, notable Qwen release · Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens | 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 Infrastructure, Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://qwenlm.github.io/blog/qwen2.5-1m/","source_host":"qwenlm.github.io","occurred_at":"2025-01-27T00:00:00.000Z","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"page.visible_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":"1M context length extension, notable Qwen release","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"inference","source":"radar"},{"label":"Matched term","value":"support","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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://qwenlm.github.io/blog/qwen2.5-1m/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-07T21:16:13.212307+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["inference","support"],"score":25,"reason":"Qwen (Alibaba Cloud) has a writing signal matching infrastructure, product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b43cd8f7-ea0e-407e-91ea-22b904aff835/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: Infrastructure, Product and customer?","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 legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/b43cd8f7-ea0e-407e-91ea-22b904aff835/signal.json","required":true},{"label":"source","url":"https://qwenlm.github.io/blog/qwen2.5-1m/","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/qwen/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/qwen/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 Qwen (Alibaba Cloud)'s writing signal \"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published","object":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","text":"Qwen (Alibaba Cloud) published Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"is classified as","object":"writing signal","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens is classified as writing signal."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"belongs to","object":"talking desk","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens belongs to talking desk."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has evidence coverage 1 captured evidence page."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"matches data-business lanes","object":"Infrastructure, Product and customer","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens matches data-business lanes Infrastructure, Product and customer."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has captured page count","object":"1","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has captured page count 1."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has readable page count","object":"1","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has readable page count 1."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has related signal count","object":"6","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has related signal count 6."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","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":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens 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":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has source host","object":"qwenlm.github.io","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has source host qwenlm.github.io."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has lab","object":"Qwen (Alibaba Cloud)","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has lab Qwen (Alibaba Cloud)."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has signal desk","object":"talking","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has signal desk talking."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has source host","object":"qwenlm.github.io","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has source host qwenlm.github.io."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has notability","object":"1M context length extension, notable Qwen release","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has notability 1M context length extension, notable Qwen release."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has radar lane","object":"Infrastructure","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has radar lane Infrastructure."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has radar lane","object":"Product and customer","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has radar lane Product and customer."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has matched term","object":"inference","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has matched term inference."},{"subject":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","predicate":"has matched term","object":"support","text":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens has matched term support."}]},"intelligence":{"signal_desk":"talking","answer":"Qwen (Alibaba Cloud) published Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: 1M context length extension, notable Qwen release · Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens | 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. 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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 Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens January 27, 2025 · 8 min · 1589 words · Qwen Team | Translations: 简体中文 Tech Report HuggingFace ModelScope Qwen Chat HuggingFace Demo ModelScope Demo DISCORD Introduction # Two months after upgrading Qwen2.5-Turbo to support context length up to one million tokens, we are back with the open-source Qwen2.5-1M models and the corresponding inference framework support. Here’s what you can expect from this release: Opensource Models: We’re releasing two new checkpoints, Qwen2.5-7B-Instruct-1M and Qwen2.5-14B-Instruct-1M , marking the first time we’ve upgraded our opensource Qwen models to handle 1M-token contexts. Inference Framework: To help developers deploy the Qwen2.5-1M series models more efficiently, we’ve fully open-sourced our inference framework based on vLLM . With integration with sparse attention methods, our framework can process..."},"evidence_pages":[{"url":"https://qwenlm.github.io/blog/qwen2.5-1m/","final_url":"https://qwenlm.github.io/blog/qwen2.5-1m/","title":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:13.212307+00:00","bytes":46866,"raw_path":"46dde0bd9e71f313a13a0447770df1d22716dd2ffc52c0a35c1f7616034af8c8.html","content_hash":"d1e1ca52b61430df8b2fab3a5e6981f5a17796a949165f0faee85fe93e777042","excerpt_chars":1200,"truncated":true,"excerpt":"Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens | 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 Qwen2.5-1M: Deploy Your Own Qwen with Context Length up to 1M Tokens January 27, 2025 · 8 min · 1589 words · Qwen Team | Translations: 简体中文 Tech Report HuggingFace ModelScope Qwen Chat HuggingFace Demo ModelScope Demo DISCORD Introduction # Two months after upgrading Qwen2.5-Turbo to support context length up to one million tokens, we are back with the open-source Qwen2.5-1M models and the corresponding inference framework support. Here’s what you can expect from this release: Opensource Models: We’re releasing two new checkpoints, Qwen2.5-7B-Instruct-1M and Qwen2.5-14B-Instruct-1M , marking the first time we’ve upgraded our opensource Qwen models to handle 1M-token contexts. Inference Framework: To help developers deploy the Qwen2.5-1M series models more efficiently, we’ve fully open-sourced our inference framework based on vLLM . With integration with sparse attention methods, our framework can process..."}],"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"}]}