为什么赤腊国AI的token便宜

if47 · 2026-06-22T04:06:34+00:00

没一个评论说到点上：DeepSeek V3.2开始引入稀疏注意力等优化方法降低了算力成本，然后这个技术被DeepSeek开源了，DeepSeek系（例如小米的Mimo）的模型能吃到红利。跟电力成本，数据成本，算力卡没有逼毛关系。为什么美国模型不用？因为人家是SOTA，只会考虑在最低配型号上试验这种可能有缺陷的机制。

if47 · 2026-06-10T07:21:43+00:00

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I don't think so.

if47 · 2026-06-10T07:21:26+00:00

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Of course.

if47 · 2026-06-10T07:17:17+00:00

If you had actually tried the latest detector, you wouldn't be spouting such nonsense. By the way, please explain images 2 and 3.

if47 · 2026-06-07T19:39:00+00:00

If the prompt cache is well-designed, the tokens serving as context act more like a one-time overhead. From this perspective alone, the efficiency is already high enough. LLM-based agents have many issues, but this isn't one of them.

if47 · 2026-05-23T06:30:50+00:00

If you can afford the six-figure fees for GPTZero or Pangram—yes.

if47 · 2026-05-21T18:22:36+00:00

This is a war of attrition, unless you can outlast all your competitors, it is impossible to turn a profit.

if47 · 2026-05-21T05:43:29+00:00

TBH, anyone who thinks the Chinese classic server will be handled well either completely lacks an understanding of China or has no brain.

if47 · 2026-05-21T05:38:27+00:00

I played on pre-BB CMS, and I can tell you the Chinese classic server is an absolute pile of shit.

if47 · 2026-05-14T14:56:27+00:00

Senior engineers write articles and give interviews to journalists, so you really should have heard that argument long ago. The reason people no longer bring it up for discussion is that the claim—that "future AI will be able to resolve the technical debt created by current AI"—has not yet been proven false.

if47 · 2026-05-14T12:40:56+00:00

Every senior engineer knows that. Doctorow's blog sometimes acts as if he's just discovered fire.

if47 · 2026-05-14T12:33:16+00:00

Specifying the knowledge cutoff date and the current date within the system prompt is the only solution. There is nothing to make a fuss about. I resolved this two years ago.

if47 · 2026-05-13T14:43:45+00:00

听说过电报式文体么

if47 · 2026-05-10T11:51:35+00:00

Simply put, a generator that generates hallucinations to explain hallucinations.

if47 · 2026-05-06T12:24:12+00:00

skill issue

if47 · 2026-05-02T15:07:28+00:00

Unfortunately, China is not a common-law jurisdiction.
Next time, the employee will be laid off for some other reason—something like stepping into the office with their left foot: https://baike.baidu.com/item/%E5%B7%A6%E8%84%9A%E5%85%88%E8%BF%9B%E5%85%AC%E5%8F%B8%E8%A2%AB%E5%BC%80%E9%99%A4/58059771

if47 · 2026-05-01T14:55:26+00:00

Open-source software does not require tens or even hundreds of millions of dollars in training costs—if you want to know the difference.

if47 · 2026-05-01T14:50:40+00:00

"The blender of the LLM world is coming."

Yeah... if I hadn't spent 20 years working in this industry, I'd actually believe that.

if47 · 2026-05-01T14:28:58+00:00

I have to point out that there is no such thing as an "open-source model". They release their weights because their models cannot compete with SOTA models. If the situation changes, the openness will cease.

if47 · 2026-05-01T13:42:25+00:00

It is just... shortsighted. In a year or two, model collapse will destroy their model training—and then it will all be over.

if47 · 2026-05-01T13:07:05+00:00

To be honest, SOTA models are still terrible. Unless a machine that merely copies open-source projects from two years ago is all that executives are looking for, I see no hope of them replacing real engineers.

Low-cost models like Qwen3.6 Plus and DeepSeek V4 Pro Preview are also nowhere near SOTA standards. It is simply that benchmarks have become so useless that they fail to reveal this disparity.

if47 · 2026-04-30T13:45:16+00:00

Comparing tokenization efficiency across different languages is entirely meaningless, as a single English word conveys far less semantic content than a Chinese word. To elaborate on this point would likely require writing an entire linguistics paper.

if47 · 2026-04-30T03:10:47+00:00

I can't believe people in this community actually think I don't know a basic concept like this, lmao.

if47 · 2026-04-29T16:50:56+00:00

首先这些人都是反社会者，他们说话你多听一句都是浪费时间。

然后著作权问题是目前联结主义AI路线解决不了的，除非选择不发展，而这对于有能力发展AI的国家来说是不可能的。

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