For me, those AI tools are much better at saving me time looking up documentation when doing simple things where it has examples of the exact code pattern I'm looking for in its training set. ChatGPT is great at writing one-off Blender scripts for me to give to artists, for instance.

Likely overkill for this use case, but no matter the client, you can in theory do whatever you want to any traffic up until the point it leaves your network.

On top of that 1.5 seconds is also that there is a much larger CPU and memory cost from having to run that browser compared to a simple direct HTTP request which is near negligible.

So while you'll never truly defeat a sufficiently motivated actor, you may be able to drive their costs up high enough that it makes it difficult to enter the space or difficult to turn a profit if they're so inclined.

https://github.com/neuroradiology/InsideReCaptcha

> bots seem to be going a very different route

If the "very different route" means running a headless browser, then it's a success for this tech. Because the bot must run a blackbox JS now, and this gives people a whole new street of ways to run bot detection, using the bot's CPU.

None of it's perfect, and they can be worked around, but by providing a barrier you've restricted some of the bad actors (spambots, scrapers) from acting at all.

It's easier to deal with 100 spambots than 1000!

I was sharing this here since I thought it was a great write up, but did not intend to pass it off as my own!

There is certainly always a good amount of push and pull, though my personal concern as a contributor to yt-dlp under another alias is more about archival of the underlying media rather than automating things like comments.

YouTube also uses an interesting scheme for authenticating requests for media as well which required implementing a very basic JavaScript interpreter within Python for yt-dlp too. I expect this kind of thing to continue to become even more common and complicated.

They won't be betting that this stops that entirely, but it adds a layer of friction that is easy for them to change on a continuous basis. These things are also very good for leaving honeypots in where if someone is found to still be using something after a change you can tag them as a bot or otherwise hacking. Both of those approaches are also widely used in game anti-cheat mechanisms, and as shown there the lengths people will go to anyway are completely insane.

The VM you are familiar with indeed can run an OS, and is indeed not what TikTok does.

#1 VMM - hypervisor runs VMs

#2 JVM/.NET - efficient bytecode

#3 Obfuscation - obscure bytecode

The main thing is that for #2 and #3 the machine language changes.

With "virtualization" as used in most contexts, involving a virtual machine monitor, or hypervisor, one creates zero or more new (virtual) machines, to execute on multiple software recipes. All the recipes are written in the same (machine) language, for all the machines. This can help security by introducing isolation, for example, where one VM cannot read memory belonging to another VM unless the hypervisor allows it.

With the "virtual machine" used for obfuscation, the machine language changes. The system performs the same actions as it would without obfuscation, but now it is performing those actions using a different machine language. Behaviorally, the result is the same. But, the new language makes it harder to reverse engineer the behavior.

Stupid example:

Original instruction: MOV A,B

Under hypervisor virtualization, VM0 and VM1 will perform this same instruction.

Under obfuscation virtualization, software will perform instructions that amount to the same result, but are harder to figure out. So, the MOV instruction is redefined and mapped onto a new (virtual) machine. The new machine does not simply leverage the existing instruction, rather an obfuscated sequence. For example:

A <- B + C + D * E

A <- A - C

A <- A - D * E

Obviously, the above transformation is easy to understand and undo. Others are harder to understand and undo. Look up MOVfuscator to see how crazy things may get.

And also VM223, with statements that do stuff to an array "stack": https://github.com/LukasOgunfeitimi/TikTok-ReverseEngineerin...

One obvious giveaway for a VM is laying out memory, or processing some intermediate language. In this case, it could be the latter.

In-browser, you have Chrome V8 running Javascript; that Javascript could be running an interpreted environment where abstractions are not purely business logic, but an execution model separate from domain stuff: auth, video, user, etc.

By that observation, this C snippet is a VM:

  char instruction = 'p'; /* or array */

  if (instruction == 'p') {
    println("document.appendChild(...)");
  }

On the other hand, if I had to comment in the generated Javascript debugging hints referring to execution stack or stack pointers, it is kind of a VM idea.

> I also know that Java works via the "Javascript Virtual Machine"

Java Virtual machine. That Java and JavaScript are named the way they are is... basically a historical accident of a cross-promotion gone too far, IMO. They aren't really related (at least, in the way that the name might imply).

Now to your real question. Virtual machines are anything that is one computer pretending to be another computer. Sometimes, that's an x86_64 PC pretending to be another x86_64 PC to run a different OS. Sometimes that's an x86_64 PC pretending to be a 50-year-old mainframe ( https://opensimh.org/ really shines there). Sometimes it's an ARM laptop running macOS pretending to be an x86_64 PC so it can run Windows. And, relevant here, sometimes it's a phone pretending to be a machine that has never actually existed in hardware. You can just make up an imaginary machine that has any old characteristics you want. Maybe it has a built-in high-level network card that magically turns HTTP requests into responses without programs having to implement HTTP themselves. Maybe it has an imaginary graphics card that directly renders buttons. Maybe you imagine a CPU that runs Java opcodes directly. Whatever it is, if you can imagine a system and then write a program that emulates it, you can make a virtual machine and run stuff in it.

Sun popularized the term "virtual machine" when marketing Java instead of using "interpreter" or "P-code", both for marketing reasons (VMware had just come on the scene and was making tech headlines), but also to get away from the perception of classic interpreters being slower than native code since Java had a JIT compiler. Just-in-time compilers that compiled to the host's machine code at runtime were well-known in research domains at the time, but were much less popular than the more dominant execution models of "AST interpreter" and "bytecode interpreter".

There might be some gatekeepers that suggest that "interpreter" means AST interpreter (not true for the Python interpreter, for instance), or VM always means JIT compiled (not true for Ruby, which calls its bytecode-based MRI "RubyVM" in a few places), but you can ignore them.

It's a function wrapping the functionality of its host environment. Then provides the caller with its own byte code language to execute instructions. The virtual machine translates those instructions to the corresponding real functionality of the host environment (Javascript) upon execution.

This particular case is sophisticated but the idea is simple.

Correct me if I'm wrong. I'm not knowledgeable in this. This is my current understanding of it.

2. Despite tiktok having a giant target painted on its back for its perceived connections to the CCP, I haven't really seen any evidence that it does any more tracking/fingerprinting that most other websites (eg. facebook) or security services (eg. cloudflare or recaptcha) already do.

Did you know that every chip on a Chip & Pin bank card is powered by a Java Virtual Machine that when you go to tap or insert in to a card reader it's activated.

https://en.wikipedia.org/wiki/Java_Card

Still, I had no idea. This is really taking JS obfuscation to the next level.

One kind of wonders, what is the purpose of that level of obfuscation? The naive take is that obfuscation is usually to protect intellectual property... but this is client-side code that wouldn't give away anything about their secret sauce algorithm.