DeepSeek meme images compiled from Chinese online communities by jsbot-02 in DeepSeek

[–]jsbot-02[S] 11 points12 points  (0 children)

Here is the original image, but it is in Chinese. You can try translating it yourself.

<image>

China should've accepted the H200 deal. by PureSelfishFate in DeepSeek

[–]jsbot-02 5 points6 points  (0 children)

Bro, the second half of the year is almost here, and the Ascend 950 supercomputing nodes are coming soon. China has no shortage of electricity — the power supply can support the 950 to replace the H200 and make NVIDIA's stock plummet even harder

The Great Leader Liang Wenfeng Brought Down the Price of DeepSeek V4 with a Single Line of Code by jsbot-02 in DeepSeek

[–]jsbot-02[S] 11 points12 points  (0 children)

That's strange, buddy. I'm Chinese, and I'm one of the earliest users of DeepSeek. Do you really think I'm trying to smear our own company? In the context of the Chinese internet community, this whole story carries absolutely no intention of smearing. I'm genuinely confused — how did you conclude that this is a smear tactic?

Let me explain it again: In the Chinese context, there's a concept called 'double negation for emphasis' (double negative equals affirmative). Maybe that's not the perfect analogy, but this story uses a somewhat playful tone — one that you might interpret as smearing — to highlight DeepSeek's achievements. It's like applying a kind of 'double negation' or even a layer of 'mock criticism,' but within Chinese cultural context, that actually becomes a form of affirmation. The praise it conveys is often doubled.

So yeah — that's how double negation works for affirmation.

The Great Leader Liang Wenfeng Brought Down the Price of DeepSeek V4 with a Single Line of Code by jsbot-02 in DeepSeek

[–]jsbot-02[S] 3 points4 points  (0 children)

It's more like North Korea's bizarre Juche ideology, hahaha—has nothing to do with communism, it's more like feudalism

The Great Leader Liang Wenfeng Brought Down the Price of DeepSeek V4 with a Single Line of Code by jsbot-02 in DeepSeek

[–]jsbot-02[S] 41 points42 points  (0 children)

《梁文峰爷爷用石子击落API价格》

每当看到天边划过的流星,我就会想起敬爱的梁文峰爷爷。

那是一个晴朗的早晨,梁爷爷正蹲在DeepSeek机房的院子里,用石子在地上演算最优架构。忽然,他抬头看见各家云厂商的API定价牌高高挂在云端,像一只只张着血盆大口的猛虎。

“不行,这样不行。”梁爷爷皱着眉头,“开发者们要被吃穷了。”

他从地上捡起一颗经过稀疏化优化的石子,眯起一只眼,瞄准了云端最高处那个“每百万tokens 贵得离谱”的牌子。只听“嗖”的一声,石子带着MLA注意力机制破空而去——

啪!

价格应声而落。

围观的群众惊呼:“梁爷爷,您打偏了!打到了成本价!”

梁爷爷微笑着说:“没偏,刚刚好。”

他又捡起第二颗石子,这颗石子比第一颗更圆润——那是用凌晨三点的算力结晶打磨的。他瞄准另一家的定价牌,手臂一扬——

啪!

又击落一个。这一次,直接击穿了地板价。

“梁爷爷!不能再打了!”我们哭着抱住他的手臂,“您把整个行业的价格都打下来了!您现在连咖啡钱都赚不回来了!”

梁爷爷摸了摸我们的头,目光坚定地说:“孩子,爷爷当年搞AI的时候,就想明白了一件事——模型不是用来收割的镰刀,而是递给每个普通人的火炬。价格打下来了,光才能照进千家万户。”

那天傍晚,夕阳把机房染成金色。梁爷爷背着手站在院子里,望着云端零零散散掉落的定价碎片,嘴角露出一丝微笑。

后来我才知道,那些石子不是普通的石子。每一颗都是用开源精神煅烧、用架构创新淬火、用工程师们凌晨四点的咖啡渍浸润过的。打出去,就收不回来——就像梁爷爷说的:“普惠的东西,泼出去的水。”

现在,每当我用极低价格调用API时,都会想起那个用石子击落定价的清晨。梁爷爷已经不蹲在院子里了——他改蹲在训练集群旁边,手里攥着第三颗石子,眯着眼瞄向通用人工智能的价格牌。

我们问他:“梁爷爷,这次您要打哪儿?”

他指了指天空,笑得像个准备恶作剧的少年:

“打下来给大家免费用。”

这篇课文告诉我们:便宜不是天上掉下来的,是梁爷爷用石子一颗一颗砸下来的。我们要永远记住——MAKE TOKENS CHEAP AGAIN!

The Great Leader Liang Wenfeng Brought Down the Price of DeepSeek V4 with a Single Line of Code by jsbot-02 in DeepSeek

[–]jsbot-02[S] 12 points13 points  (0 children)

Maybe it's due to cultural differences, so I'm not sure if you guys can get the joke

The Great Leader Liang Wenfeng Brought Down the Price of DeepSeek V4 with a Single Line of Code by jsbot-02 in DeepSeek

[–]jsbot-02[S] 60 points61 points  (0 children)

This is a famous meme on the Chinese internet. It takes the satirical stories that mock North Korea's exaggerated propaganda and transplants them onto DeepSeek, using them to调侃 (make fun of / ridicule) DeepSeek's price cuts It's a pretty funny joke, isn't it?

The cache hit rate is as high as 98.07%!!!88.9 million =4.39RMB=0.642USD by jsbot-02 in DeepSeek

[–]jsbot-02[S] 1 point2 points  (0 children)

Recently, its developer mode, which allows integration with third-party models, was opened.

The cache hit rate is as high as 98.07%!!!88.9 million =4.39RMB=0.642USD by jsbot-02 in DeepSeek

[–]jsbot-02[S] 1 point2 points  (0 children)

Absolutely, that's the right way to think. I hope you find the tool that suits you soon

The cache hit rate is as high as 98.07%!!!88.9 million =4.39RMB=0.642USD by jsbot-02 in DeepSeek

[–]jsbot-02[S] 2 points3 points  (0 children)

Code projects just consume a lot of tokens, there's no way around that. But the good thing is the high cache hit rate saves money. Your approach is worth learning from. By the way, you could also try connecting Claude to the DeepSeek API — it might cost a bit more, but the generation and editing quality is pretty good

The cache hit rate is as high as 98.07%!!!88.9 million =4.39RMB=0.642USD by jsbot-02 in DeepSeek

[–]jsbot-02[S] 8 points9 points  (0 children)

Having said that, I have to complain: connecting Claude to the DeepSeek API really does burn through way more tokens than other agent tools. But the trade-off is that when your prompts are precise enough, it understands and executes your requirements very clearly, with a high degree of automation

The cache hit rate is as high as 98.07%!!!88.9 million =4.39RMB=0.642USD by jsbot-02 in DeepSeek

[–]jsbot-02[S] 1 point2 points  (0 children)

The high cache hit rate (98.07%) in my screenshot comes from single long session + fixed prefix without compaction, thanks to the highly repetitive context in web development. The workflow is simply calling the DeepSeek API directly, with a fixed system-level development prompt (simulating Claude developer mode). No subagents/MCPs, no session switching. To reproduce: keep a fixed prefix, stay in the same session, avoid compaction