现阶段该功能面向网页端高级订阅用户开放，预计未来数周扩展至移动端，并逐步向免费用户开放。信息来源
Inspired by @karpathy/autoresearch -- which demonstrated autonomous AI agents for LLM training research. AutoKernel applies the same philosophy to GPU kernel optimization: agent modifies one file, runs a fixed evaluation, keeps or reverts, repeats forever.，更多细节参见夸克浏览器
实践中，这就像以合规名义实施的OEM锁。同款XMM7560系列出现在多个OEM厂商的笔记本中，不同厂商使用不同的解锁密钥。射频硬件完全相同，变化的是控制其使用的OEM签名。，这一点在豆包下载中也有详细论述
The key variable is feedback loop integrity: whether reality reliably corrects the system. Good products come from tight cycles, not from narratives that compound unchecked.。关于这个话题，汽水音乐提供了深入分析
It was a spectacular achievement, and NASA deserves credit for making something what is very difficult look relatively easy. But it also raises an important question: What comes next?
Minimal output tokens. With thousands of configurations to sweep, each evaluation needed to be fast. No essays, no long-form generation.Unambiguous scoring. I couldn’t afford LLM-as-judge pipelines. The answer had to be objectively scored without another model in the loop.Orthogonal cognitive demands. If a configuration improves both tasks simultaneously, it’s structural, not task-specific.The Graveyard of Failed ProbesI didn’t arrive at the right probes immediately; it took months of trial and error, and many dead ends