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Drew Breunig将NES模拟器嵌入Qwen3.5-4B模型权重

dbreunig/nesformer

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dbreunig/nesformer

Inspired by qwenputer by Divyansh Agrawal, Drew Breunig baked a working emulator for a Nintendo Entertainment System 6502 CPU into the weights of Qwen3.5-4B. You can now play NES ROMs such as Super Mario Bros (very slowly) running inside Qwen!

受 Divyansh Agrawal 的 qwenputer 启发,Drew Breunig 将任天堂娱乐系统(NES)6502 CPU 的工作模拟器嵌入到了 Qwen3.5-4B 模型的权重中。现在你可以在 Qwen 内部运行 NES ROM 游戏了,比如《超级马里奥兄弟》(虽然速度非常慢)!

In a comment on Hacker News Drew reveals the Opus 5.5 prompts he used to build this system:

在 Hacker News 的一条评论中,Drew 透露了他用于构建该系统的 Opus 5.5 提示词:

Read this article and any relevant source code: https://divagr.com/blog/qwenputer. Then explore if you could emulate the chip and ram in a Nintendo Entertainment System (as people do today with FPGAs in MISTRs) using this technique. If so, what size model would you have to build and if you could use smaller faster ones, could you get it to be at the standard clockspeed.

阅读这篇文章及相关源代码:https://divagr.com/blog/qwenputer。然后探索你是否能使用这种技术来模拟任天堂娱乐系统中的芯片和内存(就像今天人们用 FPGA 在 MISTRs 中做的那样)。如果是这样,你需要构建多大尺寸的模型?如果你能使用更小更快的模型,能否达到标准时钟频率?

Followed by:

随后是:

I think we should build it! Just for fun. It's okay if it's not fast. We want to be able to have the weights, and a cli to run them that we can point at a ROM.

我认为我们应该把它构建出来!只是为了好玩。速度慢一点也没关系。我们希望能够拥有这些权重,以及一个可以指向 ROM 来运行它们的命令行界面(CLI)。

Apparently Opus found and then used this collection of conformance tests for the NES CPU released 15 years ago by Christopher Pow.

显然,Opus 发现并使用了 Christopher Pow 在 15 年前发布的这套 NES CPU 一致性测试套件。

Via Hacker News

来源:Hacker News

Tags: games, ai, generative-ai, llms, drew-breunig, qwen, conformance-suites

标签:games, ai, generative-ai, llms, drew-breunig, qwen, conformance-suites

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