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Storytime!
Manager: Hey fullstackchris, the maps widget on our app stopped working recently...
Dev: (Skeptical, little did he know) Sigh... probably didn't raise quota or something stupid... Logs on to google cloud console to check it out...
Google Dashboard: Your bill.... $5,197 (!!!!!!) Payment method declined (you think?!)
Dev: 😱 WTF!?!?!! (Calls managers) Uh, we have HUGE problem, charges for $5000+ in our google account, did you guys remove the quota limits or not see any limit reached warnings!?
Managers: Uh, we didn't even know that an API could cost money, besides, we never check that email account!
Dev: 🤦♂️ yeah obviously you get charged, especially when there have literally been millions of requests. Anyway, the bigger question is where or how our key got leaked. Somewhat started hammering one of the google APIs with one of our keys (Proceeds to hunt for usages of said API key in the codebase)
Dev: (sweating 😰) did I expose an API key somewhere? Man, I hope it's not my fault...
Terminal: grep results in, CMS codebase!
Dev: ah, what do we have here, app.config, seems fine.... wait, why did they expose it to a PUBLIC endpoint?!
Long story short:
The previous consulting goons put our Angular CMS JSON config on a publicly accessible endpoint.
WITH A GOOGLE MAPS API KEY.
JUST CHILLING IN PLAINTEXT.
Though I'm relieved it wasn't my fault, my faith in humanity is still somewhat diminished. 🤷♂️
Oh, and it's only Monday. 😎
Cheers!10 -
Mac: Hello welcome please sign in
Dev: Fair enough
Mac: Oh you haven’t signed in in awhile please get get verification from other device
Dev: kk
Mac: Oh you don’t have a dev account, please sign in on this website
Dev: Hm.
Mac: In order to sign up for a dev account you need to download this app
Dev: ???
Mac: Are you sure you want to open this app you just downloaded?
Dev: Sigh.
Mac: In order to sign up for a dev account on this app you need to sign into it
Dev: For the love of god
Mac: Ok now you can build with Xcode.
Xcode: No you can’t. You have to sign in
Dev: fuck sakes.
Mac: Are you sure you want Xcode to access files on your computer?
Dev: …Yup
Xcode: Signing in isn’t enough you have to select the fact you are signed in a dropdown nested 3 menus deep.
Dev: God damn.
Xcode: Build failed please sign in to phone as well.
Phone: New sign in detected, please verify with alternative device.
Dev: Jesus.
Xcode: Build success! Pushing to iPhone.
Dev: Finally.
Xcode: Unknown error occurred. Please go to support.apple.com for help. :)
Dev: …24 -
"Hey mate, how are you doing?"
*deep sigh* "It's tough, but I'm managing"
I don't think it's a coincidence that the word managing is often used as a synonym for "Technically alive, but not in a state where I can progress personally, or add any value to my environment".
Now imagine packaging that desolate self-perpetuating feeling of apathy into a farce, propped up with practiced smiles and meet-speak, and calling that daily routine a "career".11 -
Manager: "We can't have new releases breaking older versions of the mobile app!!!!! We'll lose all our customers!!!!"
fullStackChris: "That's fine, we can do API versioning, but it will take some time to implement, I'll have to be quite careful and write some tests to implement it. Probably 2-3 weeks..."
Manager: "NO WAY, THAT TIME ESTIMATE IS WAY TOO LONG, WE DON'T HAVE TIME FOR THAT!!!"
fullStackChris: "So how do you wanna support multiple versions of the app without doing any sort of versioning?"
Manager: "...we'll think of something!"
Dev: "..."
And with 99% certainty, I expect to hear this in a week or two:
Manager: "fullStackChris, we'd like to introduce you to the highly technical concept, API versioning. It's a way to version the API so we can support multiple versions of the application our customers use! It's amazing! Please implement this immediately so we can support multiple versions of the application!"
Sigh... each day managers learn a bit more how physical reality works... you can't have your cake and eat it too.7 -
Not only do I write software, but now I help the managers view and understand our analytics, just like in kindergarten.
Now I'm forced to help them essentially fake data so investors are satisfied 🤡🔫
"Delete metrics X, Y, and Z for now, we don't want anyone to see them!"
"Change the label of this metric to 'unique user' views! (not total!)"
"Set all charts to cumulative so it looks like they are all up and to the right!"
Sigh.
This isn't what I signed up for.18 -
Managers: fullStackClown!!!! The image uploader on the dashboard at <insert 3rd party service here> isn't working!!!!!
fullStackClown: Yeah? What do you want me to do about it?
Managers: Well, fix it!
fullStackClown: ... * sigh * Well, in case you didn't realize, I don't work at <insert 3rd party service here>, so... unless you want me to go work for them instead of you absolute clowns (which I dream about daily), I cannot help you further in this matter.
Managers: ...
fullStackClown: ...
Kill me. 🤡6 -
Manager: Here's the design for the next feature, we're ready to hand it over to the consultant
FullStackClown: Uh... okay... is it spec'd out with requirements?
Manager: Huh?
FullStackClown: Well, already look at this design and user flow, did you consider what happens when <insert edge case X here>, <insert edge case Y here>, or <insert edge case Z here>? How is the consultant going to know what to put in for business logic if you don't even know or define it yourself?
Manager: Huh?
FullStackClown: Sigh... yeah, I'm too busy right now to be a kindergarten teacher, come back in a few days once you understand how your own feature is supposed to work
Manager: ...
Dev: ...5 -
So, I was going to complain about JS being finicky and not making a damned bit of sense, but it turns out that it wasn't JS's fault. Not entirely, anyway. It was the halfassed JS minifier middleware (written by the legendary dev himself) that was breaking the JS while writing it to the page.
The original problem:
My code worked. I removed some comments. Big ol' block of //'s. And suddenly $() isn't a function. But if I call $(); at the top, it all works!
It turns out the "minifier" caused JS to think my code was chaining off the previous JS line in the rendering pipeline instead of being a separate statement. so all it really needed was a `;` at the start. What threw me, though, was the last line of the previous blob of (non-minified) JS was a comment, so it should be a separate statement, right?
But as it turns out...
```
console
// JS really is finicky.
.log('Sigh.');
```16 -
TM: Hey, do you have a moment?
Me: not really, I'm already overtime and have enough work for the whole year.
TM: Yeah, we know. Just a quick meeting to discuss something awkward.
Me: Hmkay.
...
Later that day:
TM: Yeah. To make it quick - we're confused and bit dissatisfied with how project X turned out. The staging server is blazing fast, but the devs machines seem to be extremely slow... Some devs complained.
Me: No wonder. I said from the beginning that the devs shouldn't do X and Y, and that the dev machines need to be redone after staging is done - as we need to gather hands on experience first, cause no one could explain to me what resources the project actually needed.
TM: Oh. I wasn't aware of that.
Me: I guessed so. You were on vacation at the beginning and I didn't had the time to lead another team...
TM: Yeah... So the dev machines get replaced?
Me: They _could_ be replaced, but the devs would need to reset up their environment, as I and won't transfer the environment of the dev user.
TM: Ah... So they would have to retransfer their personal modifications, if they made any?
Me: Yes. As always, the basic setup just provides the necessary services, settings etc. - stuff like remote IDE settings on the machine, configuration etc is left out and we don't transfer it as it is usually too much of a hassle and risky, as every dev does have his / her own preferences, and we don't want to support every possible configuration out there.
TM: Just out of curiosity... Staging was ready like... Last year?
Me: Beginning of December, yes.
TM: Sigh.
Me: The jolly of having a kinder garten full of toys that no kid wants to clean up...
TM: No comment. The kinder garten Kids might make me a Pinata otherwise.
Me: If only they'd fill us with chocolate first instead of just beating us.
...
Tales of lazy devs, to be continued...3 -
Theory: zoomers are actually just boomers who come generationally full circle
Source: I work with clowns in their early 20s and the fact that they are young and were essentially born into tech and had it their whole lives literally has not contributed anything towards their understanding of basic tech concepts - if anything, it has made them more clueless.
The good news: now I know whatever is invented in the future, whatever tech comes to be, the next generation of clowns will always have many jobs to offer me.12 -
Interviewer: Yeah so we're hiring you as the person who would build out and own our client-facing web application and related stack.
Dev: Perfect, that's what I've been doing for the past 10 years, I'm your guy.
Interviewer: GREAT SO WHAT IS THE DIFFERENCE BETWEEN FORK AND EXEC ON A PROCESS ON A LINUX MACHINE!?!?!?!?
Dev: I don't... know immediately at this moment?
Dev: Sigh
Dev: I hate my life
Dev: Somebody please help me18 -
Dev: Writes "this feature will take some time..." (proceeds to list bullet points touching on the main modifications required)
Manager: Can you explain what you mean by "takes some time?"
Dev: ...
Manager: ...4 -
I've just realized the very root cause of the frustration of devs everywhere!
It has everything to do with the manager's thought process:
Manager: HUR DUR, ME NO UNDERSTAND SOMETHING!!! MUST BE WRONG!!! ME CREATE BUG TICKET!!!
Dev: 🤦♂️ ...sigh...4 -
Random PTO sick day request on a Monday, approved within minutes.
Schedule a PTO request for six days off three months in advance?
Pending for three weeks.
Sigh.1 -
PhD saga:
The applications have closed and yours truly shall await the results, which could come anytime in January or February.
And so I wait. I hate this limbo since there is nothing for me to do to impact the outcome. What's worse is that I am absolutely unmotivated to do anything else. Since this project is literally my dream, and despite how I'm trying to mentally prepare myself in case I don't get in, there's just something in my brain that goes like "nah. I just want this shiney thing. Just this and nothing else". So I don't even know what to do with myself.
*Sigh*6 -
I created some test entities specifically for our staging site. Written in all capitalized letters in the BIG TITLE of the entity I included DO NOT DELETE. This is very clearly visible in the CMS. What's the first thing the content managers do?
You guessed it.
I guess if plain English doesn't work, I'll have to use Kindergarten rules and put a custom lock on them so they can never be deleted.
Muad'Dib fullstackchris can already predict the future, in a few weeks: "hey!!!! fullstackchris, I can't delete these test entities!!!!! whats wrong with the system?!?!"
sigh...4 -
While in a meeting with our CEO, I make mention of the fact that we now have the opportunity of being able to "repay technical debt". Before being able to go on much further with the conversation, the "dev manager" turns to me...
"Dev Manager": You're going to have to explain 'technical debt'.
Me: ... 🤦🏻♂️4 -
We are going to use MERN stack for this. Do you feel comfortable with that?
Me: yup
Finds code in Koa. *sigh* Guess I'll have to learn Koa now.8 -
Stories from Gary #000
Short background info:
So I'm working as a game dev for 3 years now and by now I can say that I've seen some shit. Mostly because of one of our game designers, let's call him Gary.
So Gary, from here on called GDG (Game Designer Gary), is a regular game designer (GD). His job is to come up with new game ideas, commission the assets, make sure that translations are done, etc. - simply put, he has to get a lot of shit together before we can start working on a new game.
Would be no problem at all if GDG wasn't lazy as shit and would work for once in his life. No dev really wants to work with him anymore, since he's known for calling a game or any issue "ready for development" even if half the assets or specs are still missing.
Let's move on to a particular situation that happened a couple of months ago.
I had an issue assigned to me, which was about implementing the translations for a new game. As I read the issue and checked if everything I needed was given, I noticed that the most important part was in fact missing - the keywords for the translations.
-.-
So, I called GDG and asked where I could find the keywords, to which he responded "Oh, I'm working on them right now... and by the way I got a weird bug with the translation program. Can you come check it out?". Sigh. I went over to his office, rambling about how I should be able to help him with a program I rarely use and which was written ages ago.
As soon as GDG saw me coming roundbthe corner, he started explaining how the keywords aren't ready yet, since the program to create translations and their keywords won't let him name a translation.
"I can create new translations, but I can't assign a keyword to them."
"Okay, show me what you did", I told him, eager to leave.
He started to type the keyword, which turned out to be huge ass long and immediately I noticed a little counter, like "x/50", directly beneath the text field started to count up with every new character GDG typed. See where I'm going with this? HE WASNT ABLE TO RENAME A TRANSLATION BECAUSE HE WAS TOO LAZY TO FUCKING READ AND CONCENTRATE FOR ONCE. Sorry for that, but even thinking about it gets me angry again.
To some this might sound like nothing, but it really got to me at this point. Maybe it will become more understandable as I post more GDG stories.
tl;dr: A 40 something year old man, who's been working in his job for over 10 years wasn't able to use a program which he daily uses and asks me for help, only to find out he's a complete dipshit.4 -
Just...Macbooks
(sigh)
The entire day wasted having to install a new OS to install a new Xcode to export an app, only to find the xcode was installed under a different user (who has long since gone from the company) to then have to look up what to do, to then just sit...........and....................wait.............for Xcode to download again.
And I know when I try to export my app (which had zero problems being exported to Android) I'm going to hit an entire day tomorrow of bug fixing for ios sh...stuff16 -
idk when I became so jaded, but I don't have the patience to deal with a specific kind of people. the kind that are spoiled, are too "nice", in that very corporate way, speak in that nonsense business language, and they all look the same (white, well dressed, plain). the kind of people that consider making slides real work 🙄
sigh... maybe it's a prejudice of mine, but ffs... those people are fake af, and i have zero tolerance for work politics6 -
Humans are dumb as fuck, we are the cause of every unnatural fucking problem that we face, we literally fight wars and die for no reason, we create and eat shit that kills us faster. For example, People in Ukraine are dying because of what?? Idk Russia want something that Ukraine has Ukraine doesn’t want to give it up, so hey let’s kill a bunch of people till we get what we want. That and obscure beliefs is why majority of wars were fought. Sigh.
Edit: don’t forget women were killed because they were witches21 -
* Sigh * Found this in an open source project, time to make a PR that'll never get looked at. \
(first and last lines)
8 -
Thoughts on forced emergency support?
I am with a company I generally like a lot but there are some things I generally despise about it. Like forced emergency support.
I am not good at it, I don't claim to be.. I generally struggle with anxiety, stress and depression, I specifically avoid roles that require on-call service .. I'm a senior level software engineer.
I find it very frustrating to be expected to be on-call from 7-7 in support of infrastructure I did not architect, did not code and basically know nothing about. They provided me with a ten minute discussion about ops genie and where to find internal support articles for my training and that's about it.
Last night I received an ops genie alarm and acked it as I was instructed to do, I went around the system looking for the alarm cause and basically had no idea what to do except watch our metrics graphing praying there wouldn't be an outage. Fortunately the alarm was for our load balancer scaling operation, it was taking a bit longer than usual ... Sigh of relief. Stay up til 6am and fall asleep..
Wake up to a few messages from various people asking why I didn't do this and that and it took me every inkling of my being to remain cordial and polite but I really just wanted to scream and say a bunch of shit that would probably get me fired.
What the actual fuck?
Why expect someone that has no god damn clue what they are doing to do something like this? Fuckin shit training and no leadership to mentor me and help me get better at this role, no shadowing, no regiment ..
#confused and #annoyed
Thoughts? Am I a bitch? Is it unreasonable for me to expect my job duties stay in line with what I'm actually good at!?
Thanks.15 -
Another log in issue because of moving from country to country...
If only I had a dollar for everytime a system didn't let me in after I moved... I'd be financially comfortable.14 -
One of our servers had a disk fail this week. Luckily it's 1 of 3 in a RAID5 array. And, luckily, it was our mostly-dev box and didn't have any production stuff on it, except for some support things. We scheduled a disk replacement with the hosting company, took everything down, waited. Somebody at the hosting company apparently didn't know we'd scheduled the replacement, saw the machine was down, and brought it up again. Sigh. Finally they did the replacement, got it back up, but now we're seeing an ethernet port flapping, suggested they have someone go in and make sure all the jacks are fully seated, maybe one got loose when they were doing the disk switch. Bureacracy reared up again and we got the boilerplate "if there's a hardware issue suspected please boot into rescue mode and run the tests"... sigh...8
-
I love robots and I so-fucking-much love working with them... But for some reason, which may very well be exhaustion, I am not looking forward to tomorrow and writing ROS services for the currently packaged stuff.
*sigh*1 -
Am I the only one who is sick of seeing all these "OpenAi" / "GPT something" pictures and everybody talking about it?7
-
Jesus christ I need my VP and CIO to get their hands out of Azure and GCP and just let me work.
Yes, governance and security and IAM are big deals. That's why you have infraops people like me to deal with that.
I'm literally working with one hand tied behind my back because just about every button press or CLI command I need to do my damn job as a professional cloud fluffer requires me to go bother an executive and ask permission to pretty please can I deploy a new container, can you go press the shiny button? No not that one, move your mouse up...up..now UP..ok over lef-no..can I have mouse control? Sigh fine, do you see where it says "Approvers", no that says "Release Pipeline"
Look I actually kinda like this job, I do, in as much as when I have something to do I get left the fuck alone to do it. Meetings are minimal, aside from the odd days when one of our app services decides to yeet itself into the river Styx, there's little distractions.
Yeah, developers do dumb shit but that's probably best left to the notion of job security and never talked about again less they go to HR and complain that the ops guy was very stern and direct and made the developer take some accountability for their work product.
AND YET
It's so intergalactically stupid that I have to go ask permission just to do ops tasks by the same people barging down my goddamn door asking why the ops task isn't done yet.
"Because you won't give me permissions in GCP to actually DO anything".
Okay. Rant over. Time for lunch. Good meeting, see you all at the holiday party.
2 -
Client be like:
Pls, could you give the new Postgres user the same perms as this one other user?
Me:
Uh... Sure.
Then I find out that, for whatever reason, all of their user accounts have disabled inheritance... So, wtf.
Postgres doesn't really allow you to *copy* perms of a role A to role B. You can only grant role A to role B, but for the perms of A to carry over, B has to have inheritance allowed... Which... It doesn't.
So... After a bit of manual GRANT bla ON DATABASE foo TO user, I ping back that it is done and breath a sigh of relief.
Oooooonly... They ping back like -- Could you also copy the perms of A on all the existing objects in the schema to B???
Ugh. More work. Lets see... List all permissions in a schema and... Holy shit! That's thousands of tables and sequences, how tf am I ever gonna copy over all that???
Maybe I could... Disable the pager of psql, and pipe the list into a file, parse it by the magic of regex... And somehow generate a fuckload of GRANT statements? Uuuugh, but that'd kill so much time. Not to mention I'd need to find out what the individual permission letters in the output mean... And... Ugh, ye, no, too much work. Lets see if SO knows a solution!
And, surprise surprise, it did! The easiest, simplest to understand way, was to make a schema-only dump of the database, grep it for user A, substitute their name with B, and then input it back.
What I didn't expect is for the resulting filtered and altered grant list to be over 6800 LINES LONG. WHAT THE FUCK.
...And, shortly after I apply the insane number of grants... I get another ping. Turns out the customer's already figured out a way to grant all the necessary perms themselves, and I... No longer have to do anything :|
Joy. Utter, indescribable joy.
Is there any actual security reason for disabling inheritance in Postgres? (14.x) I'd think that if an account got compromised, it doesn't matter if it has the perms inherited or not, cuz you can just SET ROLE yourself to the granted role with the actual perms and go ham...3 -
#Story time.
Been working on a project for 2 months with Colleague "Jim" doing the code reviews. Project is finished in a stable form and can be extended if needed. Then my other colleague/boss "Mo" decided that we need to do a refactor. Fast forward a bit and the conclusion is "Mo" and "Jim" are going to discuss every step with me. And we started a new project that should do the same as the project I just finished
Here some facts:
Every day a meeting/ code review / discussion.
Decisions they make I do not agree with.
I need to redo my work multiple times.
Now this does make me look like a toddler that needs supervision which is not the case.
They want something future proof and something that fits his new coding standard "Mo". and certain things I do agree with and is clearly the better architecture. however somethings are just stupid, time wasting, making it worse. I'm getting so frustrated by the fact that billion dollar companies have clear coding standards that work. and are correct. and this company decided to do their own thing of stupid rules!
- shorten variables
- Keep lines under 90char
- put multiple things in 1 file
- Keep function names short
and many more of removing stuff and let you guess stuff..
I just... *sigh* get so tired of this shit.
*names are randomly chosen2 -
Recruiter: We are looking for a full-stack expert. You have taken multiple apps from conception to deployment, and have experience and opinions on the best technologies to use and why. You should be comfortable implementing new features from scratch, making changes to existing features and writing complex migrations on production data.
Dev: lol4 -
Read this and tell me OOP (or at least C#) isn't broken:
https://levelup.gitconnected.com/5-...
All I want to do is mock System.DateTime is for a few of my tests, and I ended up going down this rabbit hole of absolute horseshit: build a custom class that you can mock in tests, blah blah blah blah, uhhhh... YEAH NO
Such a simple functionality / need, and yet there is no easy way to test for it. Sigh.16 -
sigh, I guess I have to learn javascript.
u know, as a devop/prod/backend engineer, i thought i would be exempt, but world wide web of "one more thing a dev should do" won't let me have it :(
so, any of you have a quick and dirty guide to catch up with the latest essential components of javascript as an experienced dev who absolutely knows nothing about js?13 -
What do I have to do to convince you people to bring the 21st century to the current year and just explain the gap in time as "we all fucked up and an elite subclass of assholes hid everything and convinced morons like us to delete things and turn other things over to them" ?
Don't any of you things care about being erased ?
Also a "sorry john we're bastards and we will hand over all your older photos and all government facility footage of you etc so you can at least look back with pride at something" would be nice.
and 'we'll also admit that we are the psychologically deranged ones'
and 'how about a free blowjob from my younger 20 something large breasted sister ?'
these would be life affirming exchanges.
and also "sorry for pretending to be you and likely doing fucked up things I should be shot for"
and also "you were right we were wrong the idea of just deleting a portion of time and repeating half of it drove everyone crazy and you were correct in all your assessments to the point where your capacity to asses psychologically was damaged by it being paired with extreme trauma because you don't want to understand our ridiculously nonsensical cruel asshole selves"
this would be progress.
instead it seems to be
'heee heee we're destroying everything and not heeding the warnings around us in these decrepit old monkeys that used to be just like us.. oh shit we're fucked now. how do we get out of this ? omg we never will ! waaaaaaaaa'
sigh.
could't you all jump off a cliff like a bunch of lemmings ?
the world would be a better place :)
and it would be all the more air for me :)6 -
god i need more money... sigh and the whole 'oh he wants his own money too' yeah no shit.
motherfucking economic downturn, motherfucking stupid ruffneck baby touching garbage! fucking bitchy resentful stupid, retarded, ugly, bottom of the shallow side of the gene pool motherfuckers !
and their stupid whore young adult offspring !
and you know what reallllly gets me ?
my expectations from life, have yes fluctuated, but they were never really that inflated.
no shoveling shit
nothing that destroys me
everything that inflates my health and prolongs my life, youthfullness, libido, and frees me of toxic creatures pretending that everyone else is toxic because they're soulless meddling trifling underhanded backstabbing sadistic hateful trash !
and you know, a career in something i would consider meaningful would have been nice, but i'm fine with extra money, a woman and a place to live that i'll never have to worry about losing and people butting the fuck out of my affairs when their private lives are horrific to the extreme !7 -
sigh other than being completely goddamn exhausted the other aspect of working on anything brainy is sometimes you have to have fun. i haven't been having any. so... dawn of war time :)
-
Ros melodic in a strictly python 2.7 environment mixes horribly with a PyTorch based RL module... Time to work around with terminal calls from the latter
*sigh*1 -
sigh
some days I wonder why I can't just be a terrible person. there are sooo many opportunities for terrible people in my position.4 -
Thank god somebody already had btrfs fuck up on them.
Horror stories awaiting ! Jesus.
A dd of a live filesystem causing trouble in the clone ? yeah I suppose tis to be expected.
sigh.6 -
Can I please keep my damn linux system and source repos ? sigh.
can we pleeeeasssee just jump forward with everything intact.
god knows I spent enough time messing with these things.
I doubt they're going to stop developing Fedora and boo hoo hoo so I'm using my comp more than I was the first x number of times.
you fucking people also have more fucked up diseased people running around I want nothing to do with and everythings dirty and ugly and people are more messed up and creepy and there is no reason to socialize with such people fuck off.2 -
ah yes this life.
the life of a persons stuck temporarily in a dirty town with only yawning oblivion before and behind even if he does what he should and significantly reduces his income in the process and therefore the wine and steaks stop. sigh.
thats worked so well for all of them health wise. heh -
So, I feel wayyy behind the tech curve right now.
The SSD implementations you see online, they're still just a bunch of seperate sort of chaos machines that contain the standard perceptron-like model of a weight, cost, and bias right ? They just kind of inferred their values by training like any other neural network, in its sep-erate parts and just fed pieces of output data generated by other parts of the neural network to it right ?
I mean it implements with pytorch so its basically a really big array of tuples in a sense that are maniupulated in a specific way.
and then CNN's just feed data back into another trained piece of the model right ?
I'm curious because object classification is about the ONLY thing I've seen work even close to properly lol
there is just so much fraud these days. sigh.
and so many lamentable tech choices and attempts... like node lol
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