Zipo(浇给!)

Older (40+) Retired Programmer
Game client development (in the past)
Freelancer + Indie Developer
Following/Researching the latest AI technologies
Bazi/Fortune

[Zipo(浇给!) @Zipopics]

After 20 years in software, the bill comes twice: generation, then rework. Without tests, the rework tax quickly overtakes the speedup. I tier it: fast models for drafts, frontier models for convergence. Has anyone quantified that second-half tax on a real production repo? @karpathy

[Zipo(浇给!) @Zipopics]

@simonw hit the exact same trap trusting tool call json straight into the db upstream hallucinated tenant id and is admin keys cross contaminating rows minimal fix strict schema whitelist drop everything else before update where does your sandbox draw the line on output sanitization

[Zipo(浇给!) @Zipopics]

Bro! 这周最后一天就周末了
想想周末怎样过？
有努力过了吗？💪
一起来 #蓝v #蓝朋友 #互赞 #浇朋友
不然改天你看到我晒 #马老板 工资时
你只能羡慕嫉妒恨

[Zipo(浇给!) @Zipopics]

DeepSeek V4 Pro Base API Cost $0.038 Avg Retries 1.1 P90 Latency 1.2s
gpt oss 120b Base API Cost $0.02 Avg Retries 4.5 P90 Latency 6.8s
Llama 3.1 8B Base API Cost $0.001 Avg Retries 18.2 P90 Latency 22.4s

[Zipo(浇给!) @Zipopics]

Ran the same tool-call task 30x on 3 models. The benchmark ranking was the least useful number I got.

Real cost per finished task, retries included: DeepSeek-V4-Pro 【$0.04】, gpt-oss-120b 【$0.09】, Llama-3.1-8B 【$0.15】.

How much retry tax are you eating?

[Zipo(浇给!) @Zipopics]

@nic0203 openAI dropping $200 api credits is pure desperation. everyone actually vibe coding is just risking the claude ban on cursor anyway. better than babysitting gpt's lazy code. @nic0203

[Zipo(浇给!) @Zipopics]

@nic0203 这几个偷味太浓
但这也是不得以的

[Zipo(浇给!) @Zipopics]

@itz_komal01 None of the above. In 2026, raw syntax is commoditized. Beginners should focus on Vibe Coding (Cursor + Claude). But if you absolutely must suffer through learning a language from scratch to understand how computers actually work, throw this list away and learn Rust @itz_komal01

[Zipo(浇给!) @Zipopics]

@AI_Wushuang 不仅是小班子，所有企业都应该这样！如果 AI 能干好，为什么要招人？人有情绪，要交社保，还会辞职。只要 AI 足够好用，未来就是‘老板+AI’的模式。至于那些只会做基础工作被替代的人，只能怪自己不努力提升，被淘汰是早晚的事。

[Zipo(浇给!) @Zipopics]

我感觉 AI 版块 好像差不多被简中占了
不知道是错觉还是现实
#简中 #中国人能飞

[Zipo(浇给!) @Zipopics]

@JamesDa55049936 你那么热爱 #DeepSeek
那你的梁圣 有给人发福利了吗 ？
@JamesDa55049936

[Zipo(浇给!) @Zipopics]

@EastgoCC 我在用 Grok 来 vibe coding
感觉还可以 但是额度太少了
不经用 @EastgoCC

[Zipo(浇给!) @Zipopics]

@wen_zhe0831 刂好

[Zipo(浇给!) @Zipopics]

@LA_0752 早上好 我也开档了 回关哦

[Zipo(浇给!) @Zipopics]

@T0P369 浇给浇起

[Zipo(浇给!) @Zipopics]

https://t.co/FP3ilg3bYg

[Zipo(浇给!) @Zipopics]

出摊了 早上好
本店主打 #蓝V互关 #浇盆友 #浇朋友 #互关 #互关必回
#互赞
优惠限时 欢迎新朋友出动

[Zipo(浇给!) @Zipopics]

@KahuangJ 不来两瓶 对不起这宵夜

[Zipo(浇给!) @Zipopics]

各位没收到回观的朋友不要急
平台提示超限了
先关注 我回头会补关的

[Zipo(浇给!) @Zipopics]

@tgbtgbv587 浇给浇起