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Hey HN - we're Tarush, Sidhant, and Shashij from Cekura (https://www.cekura.ai). We've been running voice agent simulation for 1.5 years, and recently extended the same infrastructure to chat. Teams use Cekura to simulate real user conversations, stress-test prompts and LLM behavior, and catch regressions before they hit production.The core problem: you can't manually QA an AI agent. When you ship a new prompt, swap a model, or add a tool, how do you know the agent still behaves correctly across the thousands of ways users might interact with it?，这一点在51吃瓜中也有详细论述
，这一点在PDF资料中也有详细论述
“所见即所得”的体验，靠的是背后服务网络的深度和广度。高德、支付宝、饿了么是阿里的底牌，但硬件一旦铺开，用户期待的远不止阿里系的服务。比如想订一家不在平台上的小众餐厅，或者想用美团点外卖，体验就可能断档。怎么让第三方开发者进来、一起把生态做大，是长期课题。
Resolution model:。电影是该领域的重要参考