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NVIDIA 申请 AI GPU 诊断专利,助开发者优化性能

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NVIDIA has filed a patent for an AI tool that could help developers diagnose and optimize GPU performance issues through a plain-language chat interface. The application, published September 17 and first spotted by Respawn First, describes a system connecting an LLM-based chat agent directly to GPU profiling tools, letting a developer ask about a performance problem and get back custom-generated code that digs through diagnostic data to find the answer.

The patent describes separate agents for general GPU questions versus report-specific ones, with a router sorting each query. It's framed as a general GPU optimization tool rather than something built only for games, though the same approach would apply to frametime issues and stutter in PC titles. In theory, a developer could ask something like why a specific scene is dropping frames, and the chat agent would write and run a script to pull relevant telemetry from a profiler, then use that data to flag bottlenecks and suggest fixes.

As always, a patent filing is not a product, and companies file plenty that never go anywhere. Still, it's a decent hint at what NVIDIA is planning for the future. The company already ships Project G-Assist, its AI assistant for tuning GeForce RTX systems, and this reads like a developer-facing counterpart of that. Sony has been circling similar territory too, recently patenting a cloud AI system meant to diagnose and automatically write firmware fixes for PlayStation hardware.