u/zerg000000

great job! Java! Java did very good job at optimizing. It is just hard to beat Java at the things it good at. But Java still have some area that will never as good as low level language/static language. 1) memory usage, GC is both a bless and a curse, many tiny objects would use a lot of memory. 2) hot loop can get pretty close to low level language but never have the chance to finetune further. 3) It is reference based, locality will be less strong, which hurt the chance of using SIMD more widely and the cpu cache.

As I posted in other place. I would consider LLM is like painting and photography in history. It will takeover some part of programming, but not replace. And it will eventually become a tool that you defined, just not yet. You can argue camera is an automation of a kind of painting yesterday. But it open an other area that it is being used as tool like today photography.

This is cool!

Just cooldown for a period of time (2-7 days), you will find both masturbate and having sex back into the fun mode. Also, going for a trip will work too.

Clojure backed by a much more small team, but stay alive. The lesson learned. 1) no breaking changes, user only get benefit from upgrade but not cost and pain. 2) stay practical. Solve real world problem and never over promise(under promise is acceptable).

Wow. That’s great!

basically unbearable slow and don't seems related to token generation. and as others said new session would be back to normal for a very short time.

I think you can take a look at Rama. https://github.com/redplanetlabs/rama-demo-gallery/blob/master/src/main/clj/rama/gallery/bank_transfer_module.clj

Yes. The result is very good. Exceptional performance and easy to maintain. But I would suggest using Datomic, Rama as the start point. Since It would help you to save a lot of cost and headaches and kick start more quickly.

Your income have already quite good in Brits.

1. just put to ISA Cash/Stock to earn extra income? e.g. Your emergency fund and savings could go into ISA Cash, some lower rate ISA Cash account support immedicate withdrawal so that don't harm your liquidity.

2. try to make reasonable use of company tax deductions? Might be you can consult related pro. just some ideas

* buying equipement?

* salary/dividends ratio?

* health insurance?

1. Some of the cash reserved could be replaced by insurance + savings? e.g. boiler/home repairment..etc

Just simple math £5000 * 4% = £200, it don't seems to be a small amount!

I think it highly depends on the "class" you are in, most of the people, even graduated from university don't earn enough to utilize the ISA quota. Well, which means, to them, UK is less generous than US. plus the career opportunities is awful. boy 'o boy. fyi, 2024 uk salary median excluding london, scotland, south east is £35k before tax.

The development is that the API is mature but the dependency project Panama not yet ready…

The problem still is the regulation, like in uk, many crypto activity will get taxed multiple times.

New Java api support simd, high performance Java code seldomly create new object and have carefully crafted memory layout.

very cool feature indeed. But normally, I seldom use this kind of feature. The problem with this approach is not only about the n + 1. The real issue is that

1. too many unknowns are introduced by using this approach.

* The data fetching logic becomes implicitly hidden in the UI tree. From the renderer/fetcher point of view, it is completely dynamic, which means hard to optimize and debug.

* many useful information is only available at render time, compared to fetching at the root
* Similar to GraphQL, circular fetching is possible
2. must run multiple times to just know about the whole fetching plan
3. Unlike client-side, server-side is seldom overfetch since we also have better querying tools and larger permissions compared to REST API.

1. render / fetch is much slower when they interleave

2. Since the complexity it introduces, it becomes harder to cache effectively.

3. Smart component ( a component knowing too much ) also damages the reusability

It did make developers feel better, but the maintenance cost is too huge to ignore.

Wasm support is amazing, hope the binary size could be reduced in the future!

Noted. I just think examples are the recommended way of doing things under datastar. True, if I want pagination, I should just do pagination.

One example is the infinite scroll, for SEO, I would generate page/1, page/2, page/3 and enhance the user experience by fetching the next page fragment when user hit the bottom. But the example in datastar seems to favour a data endpoint.

What I am trying to comparing here is the SSG or server side rendering, which is the current trend of React ( see, next.js, remix, astro) the whole page would be rendered as plain html for crawling and re-hydrate afterward. SSE itself would not hurt the SEO if it only used for the dynamic content part, but I can see the datastar examples using SSE extensively, so I have this worry.

Nothing is more educational than experiencing real investing with actual capital. That’s why I’m hosting this investing competition—giving each participant $10,000 to manage. The twist? Your profits and interest earned during the competition will be your prize.

Think about it this way: if you leave $10,000 sitting in a savings account, you’d earn around $350—safe but unimpressive. If you take a step further and invest in short-term bonds, you could generate at least $500. But if you’re willing to take on some risk and invest in ETFs or stocks wisely, you could see returns of 7-9% or more. With proper research and strategy, matching the market’s performance is achievable. However, reckless risk-taking without understanding the fundamentals will likely lead to losses.

I want people to truly feel the power of investing. Most people know that “money makes money,” but without experiencing it firsthand, it remains an abstract concept. When you’re just starting out with small savings, the returns can feel meaningless—more like a struggle than a reward. That discouragement often leads people to give up before they even see results.

This competition is designed to change that. By starting with a meaningful sum, participants will experience how investing can generate real income. Even low-risk strategies can produce rewards—enough to buy a new phone or fund a short trip. More importantly, it teaches the lesson that building wealth isn’t about luck—it’s about making smart financial decisions over time.

After consulting ChatGPT, if it is a form of competition, either I or the players pay a lot of tax. The only way out is to set a fixed prize or make it a virtual education event.

will backed with real trade to prevent the unlimited liability you mentioned. If you can target the next Nvidia within 12 months, you must be good and don't need this kind of paper trade....

If the setup is complex, it means it could not be done by an individual legally.

The expected average loss/head is $350-$2350, max loss/head is $10000. will backed with real trade to prevent the unlimited liability you mentioned.

I hope the participants will try to do Youtube/Podcast to magnify their profit ;), I don't like to put myself under the spotlight.

Yup. options are not an option. It is the simplest tool to put me into bankrupt.

I was just shocked by the low percentage of youths making investments and the short investment decision time.

yes, I am very concerned about giving out a large amount of money seems illegal and will be taxed in the UK.