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I'm planning on creating an AI tournament as a project to test out some of the potential AI performance in a game, eg tic-tac-toe.

I'd like the AI to know the full history of a game instead of the instantaneous game-state because I might want some AI that use the historical data, eg AI that always put in the opposite cell of it's previous move if possible.

The question I am wondering is, what is the best way to setup the tournament.

I have a few options in my headspace:

1. Write everything in Rust (since I also am semi-interested in getting experience with the language)
2. Write everything in Python
3. Write the AI's in anything I want, but interact using stdin/stdout. Connect the AI using some shell script.

There are a few nice things I want to have:

1. able to run AI ad hoc against each other, or easily modify the tourney. ie I might want to add a new AI that runs against each of the previous AI instead of having the re-run the whole tourney
   • Rust would require a re-compile of the tourney code each time which may not be convenient
   • Options 2 and 3 would be much more convenient since it wouldn't require a full compilation and I can easily write a throwaway script
2. be able to run it in a somewhat performant way since I might want to simulate many rounds
   • Rust AI would be fast, but to avoid the issue in (1), I might go with solution 3 with the underlying AI being in Rust. But I'm not sure how significant the speed of piping IO between programs compare to if I had wrote everything as a Python program

Any advice on this would be great, cause there might be some options that I might have omitted.

I know there was quite a bit of controversy surrounding YouTube's recommendation algorithms, but I can't seem to find a better alternative. What are the ways y'all find videos that are of interest?

I know we could use RSS and subscribe to our desired channels and get a better experience than YT's own subscription system, but what about channel/video discovery, those that you've never seen before? Is there a better way to find a video that might be interesting to you without kneeling before the almighty algorithm? Half of the recommended page on YT seems irrelevant to me, but I can't seem to find a better alternative.

Hey, I am planning on building a co-op multi-player deck builder as a side project, nothing fancy or grand of sorts.

I'm kinda new to this Godot thing, but I kinda get the gist of it. Was always interested in it.

I have prior experience with Game Maker and Unity, so picking up the basics was rather simple, given that I also do programming as a job. So don't simply dismiss this as too ambitious a project to start with when learning Godot.

I just want to ask it out there, are there any advise on how I should structure the code or any advise in general? Just want to be prepared for issues in the future and plan for it.

Basically, my initial idea of the game is think of multiplayer Slay the Spire. But I want a more elaborate upgrade system to the cards, closer to Wild Frost.

For now, my head space for the design is to have:

• Card details, ie names + descriptions + image are resources since they are data that are "loaded in".
• Actual cards that exists throughout the run would be actual nodes, with modifiers as child nodes + Multiplayer spawners to syncrhonise them. Base cards will pull details from the resource and have an empty modifier
  • I previously tried to build it using Multiplayer Synchronizer, but then suddenly realized I can only sync simple properties. It didn't let me create a custom node and synchronize it. Then I had to resort to some ID system for the object which became rather messy.
  • Based on my current testing, Multiplayer Spawner seems to do its job better.
  • Should I use a "modifier node" + children to indicate the list of effects, or an array variable? I'm not too sure when to use the node to organize data vs using an array variable
• The actual cards are stored as a global node, which would be moved to the "playfield deck node" during the gameplay portion

Lemme know if there is some obvious flaw in my approach or if there's a better way to do things. Or if such a project may be too ambitious with the current multiplayer library for Godot.

Especially the multiplayer aspects, since there is not "a lot" of tutorials on it, I feel like there's a few pitfalls that is waiting for me.

I had this discussion in my workplace and wanted to share and get opinions from the folks here. (I suspect StackOverflow might not appreciate such open ended questions).

Context: We have a microservice involved in pricing signalling to our users. We have an endpoint which have the following:

• Input: an array of item ID's
• Output: the expected final price of the given items.

The item prices are quite volatile (and no, it is not crypto related), and is dependent on things like instantaneous supply-demand, promotions, etc.

Since the prices change quite frequently, it became a requirement that we commit to the price that was shown to the user initially, up to a certain time period (eg 5 min after the price was calculated). This improves the UX since the user will be charged as according to what they expected at the start.

Currently, in our system, we achieve this via a JWT, which contains all the details in the request, the obligatory signature, and the expiry set to 5 min from the time it was generated.

After generating this receipt, the FE can then call the endpoint with the JWT which does the actual payment processing using the params encoded in the token. This way, we know that the params + the total cost that is quoted in the JWT originates from our service since we verify that we signed it.

And the system evolves once more. We see that in the system, there is this mechanism, that if the token is expired, we do not reject the request at the charging step. Instead, we call the price endpoint internally using the params provided, and check if the price is the same as in the expired JWT. If it is the same, we process it as normal despite the JWT being expired.

This is where the contention lies. I believe that we should force the user to procure another non-expired JWT and removing this complex logic while others believe in the value of this improved UX where the user doesn't need to restart the whole flow again.

What do y'all think? Which way would y'all architect the endpoint? Or is there something fundamentally wrong with our design (maybe JWT is not the best suited for this use case)?

Just a random shower thought.

Mosquito's proboscis is sharp enough to penetrate your skin. So when you smack it while it is in the process of drawing your blood, isn't there a chance of its proboscis being forcefully jammed into your skin, leading to some sort of "splinter"? Or does it somehow loses its stiffness the moment it feels the impact?

I've never encountered nor heard of such occurrence in my lifetime of killing those buggers, but wondering if such a thing is even possible. If such could happen, I could only imagine the risk associated with having a piece of foreign organic matter being embed in the body

Hey, sometimes when I do pacman -Syu, I see some weird package being installed and I am curious which explicitly installed package is installing/updating it.

How do I so with pacman?

I know we can easily find out why an installed package is being installed, but what about before the package is being installed?

I've tried searching around and stuff but I couldn't find a working solution

Background: I am running Arch Linux on a Raspberry Pi, mainly as a media player.

When I run MPV, it seems to drop frames (1-2 per second). Visually, nothing looks wrong so I am fine with that.

The issue is that after playing for some duration, the audio will just disappear. I would then need to pause the video for a while or seek backwards for the audio to come back (sometimes it just comes back on its own when I leave it playing too). I suspect it may be due to the dropped frames or maybe it's due to insufficient system resource.

Could someone help suggest some config changes which may help with the issue? I am totally fine with the visual dropped frames, I just want to fix the audio issue.

This is my config.

input-ipc-server=/tmp/mpvsocket
ao=pipewire
volume=120
demuxer-readahead-secs=3                                
cache=yes

So I know my setup is really niche, but here goes nothing

• I am using Arch Pi on Pi 4
• Installed cage as a lightweight Wayland compositor
• Installed mpv + wireplumber + pipewire

I am not quite sure how to use cage to launch a simple "Wayland session (if it even makes sense)", so that I can send MPV to that display. So I tried cage -s alacritty :1, and it does launch alacritty with it detecting that it is on wayland.

But when I do DISPLAY=:1 mpv ...., the video runs, but there's no audio. Also there's no errors shown on mpv either.

The other thing of note is that I tried cage -s Xwayland :1 and the audio+video works perfectly.

So in all:

1. How do I launch cage to spawn a simple Wayland session? Is this even possible?
2. How do I solve the audio issue on Wayland?

EDIT: Thanks all for the help. After some investigation, I found out the pipewire somehow is not ran on startup of alacritty, but it did for Xwayland. I noticed that the first play of the video would be audio-less on alacritty, and subsequent ones are fine. It seems like the first run causes pipewire to be started and thus I wrongfully assumed that the daemon was running.

Still strange nonetheless...

I know what I am asking is rather niche, but it has been bugging me for quite a while. Suppose I have the following function:

def foo(return_more: bool):
   ....
    if return_more:
        return data, more_data
   return data

You can imagine it is a function that may return more data if given a flag.

How should I typehint this function? When I use the function in both ways

data = foo(False)

data, more_data = foo(True)

either the first or the 2nd statement would say that the function cannot be assigned due to wrong size of return tuple.

Is having variable signature an anti-pattern? Is Python's typehinting mechanism not powerful enough and thus I am forced to ignore this error?

Edit: Thanks for all the suggestions. I was enlightened by this suggestion about the existence of overload and this solution fit my requirements perfectly

from typing import overload, Literal

@overload
def foo(return_more: Literal[False]) -> Data: ...

@overload
def foo(return_more: Literal[True]) -> tuple[Data, OtherData]: ...

def foo(return_more: bool) -> Data | tuple[Data, OtherData]:
   ....
    if return_more:
        return data, more_data
   return data

a = foo(False)
a,b = foo(True)
a,b = foo(False) # correctly identified as illegal