{"type":"analysis","id":"analysis:research-qwen-s-e-commerce-bench-shows-the-top-earning-agents-are-not-the-safest","slug":"research-qwen-s-e-commerce-bench-shows-the-top-earning-agents-are-not-the-safest","title":"Qwen's E-Commerce Bench shows the top-earning agents are not the safest operators","description":"In Alibaba Qwen's year-long store simulation, GPT-5.6 Sol turned ¥100,000 into about ¥1.43M but sent 18% of its purchasing cash to scam suppliers. Most models never learned to use the prices they had already won. The benchmark belongs to a growing group of year-long business simulations, and it is better read as a change in how agents are evaluated than as a market shift.","published_at":"2026-10-24T05:00:00.000Z","updated_at":"2026-10-24T05:00:00.000Z","record_date":"2026-10-24","topics":["agents","claude","memory","research"],"source_urls":["https://github.com/QwenLM/E-CommerceBench","https://arxiv.org/html/2608.30730v1","https://ecbench.github.io/","https://arxiv.org/abs/2607.28956","https://andonlabs.com/evals/vending-bench-2","https://arxiv.org/abs/2608.30730v1"],"language":"en","routes":{"html":"https://newruntime.com/analysis/research-qwen-s-e-commerce-bench-shows-the-top-earning-agents-are-not-the-safest/","markdown":"https://newruntime.com/analysis/research-qwen-s-e-commerce-bench-shows-the-top-earning-agents-are-not-the-safest.md","json":"https://newruntime.com/analysis/research-qwen-s-e-commerce-bench-shows-the-top-earning-agents-are-not-the-safest.json"},"author":{"role":"author","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"editorial_provenance":{"desk":"authorial","target_ref":"deep_research:38041f22-8c8f-4cb2-a615-f5ddec92103a","authorial_article_id":"38041f22-8c8f-4cb2-a615-f5ddec92103a"},"next_reads":[{"type":"topic","path":"/topics/agents/","url":"https://newruntime.com/topics/agents/","title":"Agents","reason":"Explore the agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agents.md","json_url":"https://newruntime.com/topics/agents.json"},{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"topic","path":"/topics/memory/","url":"https://newruntime.com/topics/memory/","title":"Memory","reason":"Explore the memory topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/memory.md","json_url":"https://newruntime.com/topics/memory.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}