Samsung is also expanding its proactive assistant features. Now Brief becomes more personalized on the S26, surfacing reminders and updates based on your activity throughout the day, while the new Now Nudge system can suggest relevant content at the right moment. For example, if someone asks for photos from a recent trip, the phone can proactively surface matching images from your gallery instead of making you search manually.
Last May, I wrote a blog post titled As an Experienced LLM User, I Actually Don’t Use Generative LLMs Often as a contrasting response to the hype around the rising popularity of agentic coding. In that post, I noted that while LLMs are most definitely not useless and they can answer simple coding questions faster than it would take for me to write it myself with sufficient accuracy, agents are a tougher sell: they are unpredictable, expensive, and the hype around it was wildly disproportionate given the results I had seen in personal usage. However, I concluded that I was open to agents if LLMs improved enough such that all my concerns were addressed and agents were more dependable.，详情可参考爱思助手下载最新版本
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Instead of yielding one chunk per iteration, streams yield Uint8Array[]: arrays of chunks. This amortizes the async overhead across multiple chunks, reducing promise creation and microtask latency in hot paths.