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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?

And there could be more hikes in store. These forecasts were completed last week, just before an attack on Iran began and energy prices soared.

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Rolled out to U.S. devices in October and November and expanded globally in early 2026, Google's big AI-powered upgrade to Google Assistant has experienced ups and downs — namely, backlash around previously free features that are now paywalled behind a Google Home Premium subscription. However, it seems like Google is listening to feedback on at least the technical side of Gemini for Home, with another batch of improvements hitting the company's competitor to Amazon's Alexa.

Alison Whelan, of Cambridgeshire County Council, said: "Families across Cambridgeshire will feel a real benefit in their pockets as a direct result of this work.",更多细节参见爱思助手下载最新版本

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