{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Repo: QwenLM/E-CommerceBench","description":"Qwen (Alibaba Cloud) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65","json_url":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65/signal.json","generated_at":"2026-10-25T07:45:53.392Z","evidence_latest_fetched_at":"2026-09-02T07:05:12.736479+00:00","signal_first_seen_at":"2026-09-02T07:03:12.374873+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/c2304bd2-d4f2-4622-9def-e71964302d65","signal_json":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65/signal.json","source":"https://github.com/QwenLM/E-CommerceBench","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":null,"topic_signals_json":null,"topic_feed":null,"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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published QwenLM/E-CommerceBench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/E-CommerceBench · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/QwenLM/E-CommerceBench","source_host":"github.com","occurred_at":"2026-08-26T06:10:37+00:00","first_seen_at":"2026-09-02T07:03:12.374873+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Qwen (Alibaba Cloud)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"QwenLM/E-CommerceBench","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"117","source":"traction"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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://github.com/QwenLM/E-CommerceBench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-02T07:05:12.736479+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}],"matched_terms":["data","benchmark"],"score":26,"reason":"Qwen (Alibaba Cloud) has a repo signal matching data demand, evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65/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":null,"topic_feed":null,"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 new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Which data-business lane explains this signal: Data demand, Evals and quality?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65/signal.json","required":true},{"label":"source","url":"https://github.com/QwenLM/E-CommerceBench","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":null,"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 repo signal \"QwenLM/E-CommerceBench\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/E-CommerceBench","text":"Qwen (Alibaba Cloud) published repo QwenLM/E-CommerceBench."},{"subject":"QwenLM/E-CommerceBench","predicate":"is classified as","object":"repo signal","text":"QwenLM/E-CommerceBench is classified as repo signal."},{"subject":"QwenLM/E-CommerceBench","predicate":"belongs to","object":"repos desk","text":"QwenLM/E-CommerceBench belongs to repos desk."},{"subject":"QwenLM/E-CommerceBench","predicate":"has context","object":"Python","text":"QwenLM/E-CommerceBench has context Python."},{"subject":"QwenLM/E-CommerceBench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/E-CommerceBench has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/E-CommerceBench","predicate":"matches data-business lanes","object":"Data demand, Evals and quality","text":"QwenLM/E-CommerceBench matches data-business lanes Data demand, Evals and quality."},{"subject":"QwenLM/E-CommerceBench","predicate":"has captured page count","object":"1","text":"QwenLM/E-CommerceBench has captured page count 1."},{"subject":"QwenLM/E-CommerceBench","predicate":"has readable page count","object":"1","text":"QwenLM/E-CommerceBench has readable page count 1."},{"subject":"QwenLM/E-CommerceBench","predicate":"has related signal count","object":"6","text":"QwenLM/E-CommerceBench has related signal count 6."},{"subject":"QwenLM/E-CommerceBench","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"QwenLM/E-CommerceBench has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"QwenLM/E-CommerceBench","predicate":"has source host","object":"github.com","text":"QwenLM/E-CommerceBench has source host github.com."},{"subject":"QwenLM/E-CommerceBench","predicate":"has lab","object":"Qwen (Alibaba Cloud)","text":"QwenLM/E-CommerceBench has lab Qwen (Alibaba Cloud)."},{"subject":"QwenLM/E-CommerceBench","predicate":"has signal desk","object":"repos","text":"QwenLM/E-CommerceBench has signal desk repos."},{"subject":"QwenLM/E-CommerceBench","predicate":"has source host","object":"github.com","text":"QwenLM/E-CommerceBench has source host github.com."},{"subject":"QwenLM/E-CommerceBench","predicate":"has repository","object":"QwenLM/E-CommerceBench","text":"QwenLM/E-CommerceBench has repository QwenLM/E-CommerceBench."},{"subject":"QwenLM/E-CommerceBench","predicate":"has language","object":"Python","text":"QwenLM/E-CommerceBench has language Python."},{"subject":"QwenLM/E-CommerceBench","predicate":"has stars","object":"117","text":"QwenLM/E-CommerceBench has stars 117."},{"subject":"QwenLM/E-CommerceBench","predicate":"has radar lane","object":"Data demand","text":"QwenLM/E-CommerceBench has radar lane Data demand."},{"subject":"QwenLM/E-CommerceBench","predicate":"has radar lane","object":"Evals and quality","text":"QwenLM/E-CommerceBench has radar lane Evals and quality."}]},"intelligence":{"signal_desk":"repos","answer":"Qwen (Alibaba Cloud) published QwenLM/E-CommerceBench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/E-CommerceBench · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/E-CommerceBench","text":"Qwen (Alibaba Cloud) published repo QwenLM/E-CommerceBench."},{"subject":"QwenLM/E-CommerceBench","predicate":"is classified as","object":"repo signal","text":"QwenLM/E-CommerceBench is classified as repo signal."},{"subject":"QwenLM/E-CommerceBench","predicate":"belongs to","object":"repos desk","text":"QwenLM/E-CommerceBench belongs to repos desk."},{"subject":"QwenLM/E-CommerceBench","predicate":"has context","object":"Python","text":"QwenLM/E-CommerceBench has context Python."},{"subject":"QwenLM/E-CommerceBench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/E-CommerceBench has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/E-CommerceBench","predicate":"matches data-business lanes","object":"Data demand, Evals and quality","text":"QwenLM/E-CommerceBench matches data-business lanes Data demand, Evals and quality."}]},"signal":{"id":"c2304bd2-d4f2-4622-9def-e71964302d65","url":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65","json_url":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65/signal.json","source_url":"https://github.com/QwenLM/E-CommerceBench","title":"QwenLM/E-CommerceBench","summary":"Qwen (Alibaba Cloud) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-08-26T06:10:37+00:00","first_seen_at":"2026-09-02T07:03:12.374873+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://github.com/QwenLM/E-CommerceBench"]},"facets":{"repo":"QwenLM/E-CommerceBench","language":"Python"},"traction":{"github_stars":117,"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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":26,"matched_terms":["data","benchmark"],"reason":"Qwen (Alibaba Cloud) has a repo signal matching data demand, evals and quality."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/QwenLM/E-CommerceBench","final_url":"https://github.com/QwenLM/E-CommerceBench","title":"QwenLM/E-CommerceBench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-02T07:05:12.736479+00:00","bytes":20696,"raw_path":"e41135b63fad114cd4fffff32a5ad22e2498ca4b5da67396098a43cdb5ea7fce.json","content_hash":"4b83d7948a87656b43a28ac778dc14119f0333c07ce34548aad7bca4e0a44fab","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/E-CommerceBench Language: Python License: Apache-2.0 Stars: 6 Forks: 2 Open issues: 1 Created: 2026-08-26T06:10:37Z Pushed: 2026-09-01T16:12:34Z Default branch: main Fork: no Archived: no README: E-Commerce Bench: Evaluating LLM Agents on Long-Horizon Autonomous Business Operation Overview of E-Commerce Bench. Results An agent starts with ¥100,000 and runs up to four stores for 365 simulated days. The primary score is the **asset multiplier**, end-of-year total assets over the opening balance, averaged over 5 independent episodes per model. .lb-table { border-collapse: collapse; font-size: 13px; width: 100%; margin: 16px 0; } .lb-table th, .lb-table td { padding: 5px 8px; text-align: right; border-bottom: 1px solid #e0e0e0; } .lb-table th { background: #f5f5f5; font-weight: 600; text-align: center; border-bottom: 2px solid #ccc; } .lb-table th:first-child, .lb-table td:first-child { text-align: left; } .lb-table .tier-row td { background: #fafafa; font-style: italic; font-weight: 600; text-align: left; border-bottom: 1px solid #ccc; } .lb-table .best { background: #e8f5e9; font-weight: 700; } .lb-table tr:last-child td { border-bottom: 2px solid #ccc; } Table 1: End-of-year..."},"evidence_pages":[],"related_signals":[{"id":"d80efb2f-296f-4f9a-92c7-6736b49488bd","url":"https://onlylabs.fyi/signals/d80efb2f-296f-4f9a-92c7-6736b49488bd","source_url":"https://github.com/QwenLM/BlenderWorld","title":"QwenLM/BlenderWorld","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-10-14T11:56:30+00:00","first_seen_at":"2026-10-16T07:00:45.454109+00:00","date_source":"source"},{"id":"8d783bb5-5bf4-475a-babc-0ecf51437d04","url":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04","source_url":"https://github.com/QwenLM/D2K-Bench","title":"QwenLM/D2K-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-29T05:27:57+00:00","first_seen_at":"2026-10-05T07:00:45.361913+00:00","date_source":"source"},{"id":"bd51a353-e7dd-4693-a66c-c18d828c753a","url":"https://onlylabs.fyi/signals/bd51a353-e7dd-4693-a66c-c18d828c753a","source_url":"https://github.com/QwenLM/RecreationWorld","title":"QwenLM/RecreationWorld","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-18T04:23:07+00:00","first_seen_at":"2026-09-21T07:00:46.73156+00:00","date_source":"source"},{"id":"5b4adc34-9d90-48e9-8713-f7932896521a","url":"https://onlylabs.fyi/signals/5b4adc34-9d90-48e9-8713-f7932896521a","source_url":"https://github.com/QwenLM/Omnilingua-Bench","title":"QwenLM/Omnilingua-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-16T10:31:13+00:00","first_seen_at":"2026-09-19T07:00:43.603646+00:00","date_source":"source"},{"id":"3b6e0ecf-e151-4e20-9813-9b920b209c87","url":"https://onlylabs.fyi/signals/3b6e0ecf-e151-4e20-9813-9b920b209c87","source_url":"https://github.com/QwenLM/Qwen-Image-2.1","title":"QwenLM/Qwen-Image-2.1","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-14T04:12:17+00:00","first_seen_at":"2026-09-21T07:00:46.73156+00:00","date_source":"source"},{"id":"c17119fa-97a7-4cf9-8647-63ab50f69e88","url":"https://onlylabs.fyi/signals/c17119fa-97a7-4cf9-8647-63ab50f69e88","source_url":"https://github.com/QwenLM/Qwen-Live-Harness","title":"QwenLM/Qwen-Live-Harness","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-10T07:32:35+00:00","first_seen_at":"2026-09-22T07:00:44.695925+00:00","date_source":"source"}]}