Zuo CQ

True knowledge is knowledge of why things are as they are, and not merely what they are.

[杂学大师✨ @Techbruneth]

这么简单啊，为什么没人之前告诉我们呢 😯

赶紧保存，以后肯定用得上 💯

[Andrej Karpathy @karpathy]

It is hard to communicate how much programming has changed due to AI in the last 2 months: not gradually and over time in the "progress as usual" way, but specifically this last December. There are a number of asterisks but imo coding agents basically didn’t work before December and basically work since - the models have significantly higher quality, long-term coherence and tenacity and they can power through large and long tasks, well past enough that it is extremely disruptive to the default programming workflow.

Just to give an example, over the weekend I was building a local video analysis dashboard for the cameras of my home so I wrote: “Here is the local IP and username/password of my DGX Spark. Log in, set up ssh keys, set up vLLM, download and bench Qwen3-VL, set up a server endpoint to inference videos, a basic web ui dashboard, test everything, set it up with systemd, record memory notes for yourself and write up a markdown report for me”. The agent went off for ~30 minutes, ran into multiple issues, researched solutions online, resolved them one by one, wrote the code, tested it, debugged it, set up the services, and came back with the report and it was just done. I didn’t touch anything. All of this could easily have been a weekend project just 3 months ago but today it’s something you kick off and forget about for 30 minutes.

As a result, programming is becoming unrecognizable. You’re not typing computer code into an editor like the way things were since computers were invented, that era is over. You're spinning up AI agents, giving them tasks *in English* and managing and reviewing their work in parallel. The biggest prize is in figuring out how you can keep ascending the layers of abstraction to set up long-running orchestrator Claws with all of the right tools, memory and instructions that productively manage multiple parallel Code instances for you. The leverage achievable via top tier "agentic engineering" feels very high right now.

It’s not perfect, it needs high-level direction, judgement, taste, oversight, iteration and hints and ideas. It works a lot better in some scenarios than others (e.g. especially for tasks that are well-specified and where you can verify/test functionality). The key is to build intuition to decompose the task just right to hand off the parts that work and help out around the edges. But imo, this is nowhere near "business as usual" time in software.

[Elon Musk @elonmusk]

It was the best of times,
it was the worst of times,
it was the age of wisdom,
it was the age of foolishness,
it was the epoch of belief,
it was the epoch of incredulity,
it was the season of light,
it was the season of darkness,
it was the spring of hope,
it was the winter of despair.

I think it was Charles Dikkens (with two k’s) who wrote that.

[暖暖爱AI @nuannuan_share]

摩根大通的 Python 培训！

完全免费！

这是GitHub链接：https://t.co/q4mlBWfCuu

[chanlee @canlee886]

@jakobsonradical 完整版：主席看望北京顺丰快递小哥，“住二环外三环外，这挺远”…….😂

[躲猫猫3.0 @straysmallcat]

网友记录，2003年，非典往事

[駱駝王子🇯🇵🇹🇼🇺🇦🇭🇰🇺🇸🇮🇱 @fight444justice]

国产车就是个笑话，到处偷窃😂

[Zuo CQ @summlux]

笑死

[からめる @purinharumaki]

雪だるま

[Yann LeCun @ylecun]

Language is an imperfect, incomplete, and low-bandwidth serialization protocol for the internal data structures we call thoughts.

[雪獸 @snowballmonsta]

我不行了

https://t.co/lNCD2TJk0i

[Zuo CQ @summlux]

@sprezzaa 不服不行

[からめる @purinharumaki]

木こりの斧

[Daisy @Yintinusa]

永远不要嘲笑那些说着蹩脚英语的人

[Pablo Rochat @PabloRochat]

they've had enough

[Zuo CQ @summlux]

@xuzixuan How are u now?

[World Economic Forum @wef]

Want a job at one of the world’s top 100 employers? Here’s how https://t.co/2qQ8ebXILy

[Zuo CQ @summlux]

2015世界各國最受歡迎的相片 https://t.co/QC2mLUw0Vt

[Zuo CQ @summlux]

natgeotravel的照片 https://t.co/YYk4yrYU1r

[Zuo CQ @summlux]

Beijing, blue sky after rain. #VSCO https://t.co/XTXaOiNiB4