That makes it a no brainer for me for basically any sized project.
Small project? -> minikube single node deploy it.
Tiny project? -> minimum a docker container
I cringe watching anyone build and run code on a raw machine even locally without atleast a container. The endless hours of headaches you avoid is obvious k8s is just the natural extension from this.
This is absolutely terrible advice. You should never ever use LLMs to work on something you don't understand already, because you have no way to catch the machine when it screws up (and it will screw up). Just like with every other form of automation before LLMs, a smart person only automates things he already knows how to do himself.
Yeah no. Getting the first hello world up is more important than anything else.
Until you physically see it running learning is slow.
I learned k8s through many months of study and pain pre AI. Once I actually got it up learning was FAR easier.
This is like using a jupyter notebook to learn python and is always the first thing I point to for someone just starting to learn. Only after should you learn venv, pip install, classes ect.
100% use AI to get started on something you don't understand. I will literally never start to learn about a technical system again without first doing a hello world with AI.
I don't think ultra weathy are a bad thing if their results move society foward. As of right now it's very obvious they are mostly aligned mostly because how technology functions.
Easily agree regulation or different actions can be done to improve aspects but the raw progress is undeniable. I think our current regulation space is doing a decent job without killing ecobomic progress.
I see no other economic system driving as effeciently as heavily rewarding greed. You can't create the future by commitee.
California is a great model here. Maga hate it because of liberal policies, liberals hate it because the insane economic wealth generation. But if california attacks their wealthy and the engine that drives that watch it completely collapse the system.
If you hate the california model and the no regulation/tax republican model of US then I hard disagree. China roughly operates in the no regulation model and pulled 850M people out of poverty with a stupid weath divide and hyper elite but they are overall FAR better off now because of that greed alignment.
EU is another alternative and they are slowly moving to the edge of collapse. Mass tax/regulation AND no wealth generation.
Choose your poison but there's really no other magical alternative here.
Giving away things is not mandatory. If a homeless man is dependent on you to leave money for him and you stop one day it's not your fault he has a tough time.
In the same sense Africa is far better off now than it has ever been because of advances in the west.
Probally the same for humans and hyper future AI. We will not have the recources they do but will naturally have 100x better lives because of them even though it will be deeply unequal.
This to me is a solid argument as to why they should ban it. US has a monopoly on this tech and it should stay that way.
If what they are planning on building is as important as they say any edge US can get it should take.
Having a large number of individuals who are not loyal to the country that provides this opportunity is a future threat the moment an advesary cuts a check.
If this is the nuclear bomb of our age would you want a large number of foreigners building it for you? If this action sticks I imagine every country will follow the same path and treat top AI scientist much like a top nuclear engineer.
They're not loyal to the country because the country has a history of not respecting people's loyalty.
It isn't about the money, it's about how Americans continue to demonize immigrants and have a tendency of treating people from certain countries as subversives even when they do show their loyalty.
These people are already here, doing research and propping up America's technological edge instead of their home country's. Driving away the people giving you your tech edge, in the name of protecting your tech edge, is obviously incredibly stupid.
So, first you suggest that anyone that won't show loyalty to the US should be excluded, then when it is explained to you that people fear that no amount of loyalty will be enough, you accuse me of being a Chinese bot and anti-America?
Really demonstrating the point there. Your attitude is exactly what they're worried about, and it isn't just Chinese immigrants (you're the one that brought the Chinese thing into this comment chain that was about immigrants in general). This is how people like you and the maniacs in charge always react.
As soon as an immigrant has criticism or even the slightest of concerns about your intentions, you reveal that they will never be seen as equals.
Not accusing you of being a ccp bot it's just frustrating how everyone on this site has become so anti american reddit like.
"Show loyalty" == not run off to build a super weapon to attack the USA because they are upset at orange man. If someone would take a check to build weapon for ccp we should remove/block them now.
And also my point is still standing. I can think of nowhere on earth more pro immigrant or a place immigrants want to move to more than the usa.
Meh. Just this week, I've had two Sonnet 4.8 agents generate, in parallel, a 2000 line wall of brittle bullshit, and a well architected solution with 20% of the amount of code, to the same problem, from the exact same initial context, and very similar prompts. Come on, they can do poor quality work too.
Literally every task/feature now involves me learning or thinking through an architecture. I enjoy it because that was always my favorite part pre ai thinking through and designing the system.
It is actually more mentally taxing I think because now all I do is work through complex architectures and thr fact that code comes near instant means the scale and volume at designing the architecture is 10x now.
Top models are so good at not messing up code whenever there's lots of bugs it actually means my design and testing methodology was poor which is also a much harder problem.
It doesn't mean more work it often means creativity.
For example when I was an EE I worked at a company that had spent nearly 8 months, 50k on consultants, and easily 3 peoples full time for a lot of effort plus the testing side.
I swapped that 800$ board out for essentially a lightbulb. Did identical work <50$ and was more reliable. That simple change was easily a 10x improvement if not more because the logistics of that one board was absurd.
I'm proud of that EE work but code is identical. I would never call myself a 10x developer but I've wiped entire code bases more than once.
Maybe I have "10x" moments? But to say this isn't a real phenomenon means you're in a super structured and political enviroment.
I probably had that kind of 10x moment yesterday. I spent 2.5 hours analysing a feature request and I eventually advised my customer to think very carefully about it: it might solve a problem but the implementation time is going to be long, even with an AI, because of actual development and the time we will spend in testing it. Furthermore the new infrastructure will have recurring costs higher than what it saves. My advice is not to proceed. 2.5 hours vs 25 or more. 10x.
My point is that these 10x moments aren't sustained. When we're talking about a "10xer" we're talking about someone over a longer period of time.
For "in the moment"s and short term projects, 10xers certainly exist. There's definitely things I can do in a week that would take juniors more than 10. But for bigger projects? Can I do in a month what a junior cannot in 10 months? Can I do in 6mo what a junior cannot do in 5 years? I'd really doubt the latter and the amount of things I can do in a month that a junior can't do in 10 are a whole lot smaller than what I can do in a week that they can't do in 10
> Can I do in a month what a junior cannot in 10 months? Can I do in 6mo what a junior cannot do in 5 years?
I briefly worked at an organisation where I was consistently and sustainably able to ship in two month blocks what other teams of 3-6 engineers at that organisation could not successfully deliver at all. I would consider myself around 75th percentile productive compared to the industry, but in that specific organisation I was at least 10x as productive as the median engineer - regardless of their seniority.
I think engineers tend to form clusters where everyone is roughly as intelligent/competent/productive as each other. Outliers tend not to join the cluster, or they leave quickly. I've seen this happen at the level of a company, but also in larger engineering orgs at the level of a team or group. High performers don't stick around when their median colleague is a low performer and vice versa.
Perhaps you've had the good fortune to work mainly in organisations with a high competency floor. Looking around, you may not see anyone who's 10x as productive as anyone else, but maybe you're ignoring that everyone is in the 90th percentile of the industry.
Once was part of a team where a mid level guy spent a year building/heavy maintenance of some catastrophe of a solution. They literally had the end users copy and pasting hundreds of commands from a generated excel sheet of a command per core (shudders). I spent ~2wks on a different architecture that was a massive improvement we abandoned their code base. He quit like 4 months later to join some faang. Granted that 2wks of work was on top of a distributed cloud infra that took me 6 months to build.
So yes, a skilled dev might skip entire months of work someone else would make.
What you seem to be describing is a companies skilled engineer designs something and passes down the spec. The guy making the spec is the 10x guy. For large projects it's even more pronounced. The article literally described someone who wasn't skilled they simply knew how to smooze the MBA's and a company with poor engineering leadership.
Why do you think Chinese companies can do that? It's government subsidising price they do it with literally every ibdustry.
Home grow a bunch discount them federally, let them wipe the foreign markets.
If AI is threatened by china why would US NOT do the same? If they did they're in a much stronger position to do so than china. Cheaper energy, more cash, stronger industries.
Infrastrucure is thr kind of thing that only a foolish US admin would let fall apart to their advesary.
> Home grow a bunch discount them federally, let them wipe the foreign markets.
US is doing the same and was doing that for decades now. American companies operate on loss for astonishing amounts of money and consider it completely normal. One gotta love complains about Chinese companies selling under price coming from American tech industry.
This is just silly. Deepseek has published so much regarding speeding up and making cheaper inference and people are still harping on the government subsidies thing.
So what's all the project Stargate stuff? Subsidies only work when China is doing it?
Deepseek is actively sacrificing performance for cost, which is very clear in their latest model releases. They are not attempting to get to number 1 in benchmarks, and they say it clearly in their own publications.
Furthermore, being open weight, anyone can sell qwen and deepseek compute, not just Ali and deepseek themselves.
> AND magically gets 4x cheaper energy they are in a much weaker stance for the long haul.
By energy you mean electricity,the nuclear, solar and hydro-- the kind China has installed new 2TW capacity over the last decade while US installed 0.2TW capacity in the same time?
That makes it a no brainer for me for basically any sized project.
Small project? -> minikube single node deploy it.
Tiny project? -> minimum a docker container
I cringe watching anyone build and run code on a raw machine even locally without atleast a container. The endless hours of headaches you avoid is obvious k8s is just the natural extension from this.
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