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Search - "humans not learning"
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Find me a co-founder of a startup who while telling about his/her company doesn't say "Machine Learning" in his/her speech.
I dare you. I double dare you.5 -
Insecure... My laptop disk is encrypted, but I'm using a fairly weak password. 🤔
Oh, you mean psychological.
Working at a startup in crisis time. Might lose my job if the company goes under.
I'm a Tech lead, Senior Backender, DB admin, Debugger, Solutions Architect, PR reviewer.
In practice, that means zero portfolio. Truth be told, I can sniff out issues with your code, but can't code features for shit. I really just don't have the patience to actually BUILD things.
I'm pretty much the town fool who angrily yells at managers for being dumb, rolls his eyes when he finds hacky code, then disappears into his cave to repair and refactor the mess other people made.
I totally suck at interviews, unless the interviewer really loves comparing Haskell's & Rust's type systems, or something equally useless.
I'm grumpy, hedonistic and brutally straight forward. Some coworkers call me "refreshing" and "direct but reasonable", others "barely tolerable" or even "fundamentally unlikable".
I'm not sure if they actually mean it, or are just messing with me, but by noon I'm either too deep into code, or too much under influence of cognac & LSD, wearing too little clothing, having interesting conversations WITH instead of AT the coffee machine, to still care about what other humans think.
There have been moments where I coded for 72 hours straight to fix a severe issue, and I would take a bullet to save this company from going under... But there have also been days where I called my boss a "A malicious tumor, slowly infecting all departments and draining the life out of the company with his cancerous ideas" — to his face.
I count myself lucky to still have a very well paying job, where many others are struggling to pay bills or have lost their income completely.
But I realize I'm really not that easy to work with... Over time, I've recruited a team of compatible psychopaths and misfits, from a Ukranian ex-military explosives expert & brilliant DB admin to a Nigerian crossfitting gay autist devops weeb, to a tiny alcoholic French machine learning fanatic, to the paranoid "how much keef is there in my beard" architecture lead who is convinced covid-19 is linked to the disappearance of MH370 and looks like he bathes in pig manure.
So... I would really hate to ever have to look for a new employer.
I would really hate to ever lose my protective human meat shield... I mean, my "team".
I feel like, despite having worked to get my Karma deep into the red by calling people all kinds of rude things, things are really quite sweet for me.
I'm fucking terrified that this peak could be temporary, that there's a giant ravine waiting for me, to remind me that life is a ruthless bitch and that all the good things were totally undeserved.
Ah well, might as well stay in character...
*taunts fate with a raised middlefinger*13 -
TL;DR :
"when i die i want my group project members to lower me into my grave so they can let me down one last time"
STORY TIME
Last year in College, I had two simultaneous projects. Both were semester long projects. One was for a database class an another was for a software engineering class.
As you can guess, the focus of the projects was very different. Databases we made some desktop networked chat application with a user login system and what not in Java. SE we made an app store with an approval system and admin panels and ratings and reviews and all that jazz in Meteor.js.
The DB project we had 4 total people and one of them was someone we'll call Frank. Frank was also in my SE project group. Frank disappeared for several weeks. Not in class, didn't contact us, and at one point the professors didn't know much either. As soon as we noticed it would be an issue, we talked to the professors. Just keeping them in the loop will save you a lot of trouble down the road. I'm assuming there was some medical or family emergency because the professors were very understanding with him once he started coming back to class and they had a chance to talk.
Lesson 1: If you have that guy that doesn't show up or communicate, don't be a jerk to them and communicate with your professor. Also, don't stop trying to contact the rogue partner. Maybe they'll come around sometime.
It sucked to lose 25% of our team for a project, but Frank appreciated that we didn't totally ignore him and throw him under the bus to the point that the last day of class he came up to me and said, "hey, open your book bag and bring it next to mine." He then threw a LARGE bottle of booze in there as a thank you.
Lesson 2: Treat humans as humans. Things go wrong and understanding that will get you a lot farther with people than trying to make them feel terrible about something that may have been out of their control.
Our DB project went really well. We got an A, we demoed, it worked, it was cool. The biggest problem is I was the only person that had taken a networking class so I ended up doing a large portion of the work. I wish I had taken other people's skills into account when we were deciding on a project. Especially because the only requirement was that it needed to have a minimum of 5 tables and we had to use some SQL language (aka, we couldn't use no-SQL).
The SE project had Frank and a music major who wanted to minor in CS (and then 3 other regular CS students aside from me). This assignment was make an app store using any technology you want. But, you had to use agile sprints. So we had weekly meetings with the "customer" (the TA), who would change requirements on us to keep us on our toes and tell us what they wanted done as a priority for the next meeting. Seriously, just like real life. It was so much fun trying to stay ahead of that.
So we met up and tried to decided what to use. One kid said Java because we all had it for school. The big issue is trying to make a Java web app is a pain in the ass. Seriously, there are so many better things to use. Other teams decided to use Django because they all wanted to learn Python. I suggested why not use something with a nice package system to minimize duplicating work that had already been done and tested by someone. Kid 1 didn't like that because he said in the real world you have to make your own software and not use packages. Little did he know that I had worked in SE for a few years already and knew damn well that every good project has code from somewhere else that has already solved a problem you're facing. We went with Java the first week. It failed miserably. Nobody could get the server set up on their computers. Using VCS with it required you to keep the repo outside of the where you wrote code and copy and paste changes in there. It was just a huge flop so everyone else voted to change.
Lesson 3: Be flexible. Be open to learning new things. Don't be afraid to try something new. It'll make you a better developer in the long run.
So we ended up using Meteor. Why? We all figured we could pick up javascript super easy.Two of us already knew it. And the real time thing would make for some cool effects when an app got a approved or a comment was made. We got to work and the one kid was still pissed. I just checked the repo and the only thing he committed was fixing the spelling of on word in the readme.
We sat down one day and worked for 4 straight hours. We finished the whole project in that time. While other teams were figuring out how to layout their homepage, we had a working user system and admin page and everything. Our TA was trying to throw us for loops by asking for crazy things and we still came through. We had tests that ran along side the application as you used it. It was friggin cool.
Lesson 4: If possible, pick the right tool for the job. Not the tool you know. Everything in CS has a purpose. If you use it for its purpose, you will save days off of a project.1 -
I have a VP constantly harassing my people about some reports that we need to do as per federal law.
The thing is, these live inside of such system that I get to see exactly how many "hits" they get on a yearly basis. The only traffic we have on those sections is of people going ahead and putting the information from our reports there.
That's it, literally. Our user base does not go there. Federal agencies do not go there. No one gives two blips of shit about those sections. Yet she continuously acts like they are the most important thing in the fucking world. To make it better, I was told not to generate actual analytical data from said reports, since people with PHDs will come down on me to ask me who the fuck do I think I am from gauging them with such systems. So shit is a mute point on all fucking accounts.
I told my VP I can generate traffic information to let them know that shit is not really the most important thing in the fucking universe. His eyes glowed.
I don't want to see head rolls, but from staying till the next morning awake trying to give the best to our userbase, and just to be called out on shit like this as if I did not do enough for our people just.....well....it fucking hits man.
The worse part was me literally getting 30 minutes of sitting down after an all nighter, doing something for my users, to get to a meeting the next morning (I should not have driven there honestly) to hear this bitch complain about us not doing enough or not caring or whatever other bullshit she would spew.
I was livid, lack of sleep makes me dangerous. I turned to say something when my boss stopped me and took care of business. I seriously love this man. By all accounts and generational gaps a boomer, but one of the few good golden ones.
I just hate how unappreciated the realm of software development is by people that think that our shit is as simple as making a fucking powerpoint presentation.
Consolidate that with a director from another department taking all fucking glory during a major event of an application that I built by myself with 2 fucking weeks of no sleeping. And shit just gets glorious.
I have considered moving to other places, and heck, have gotten amazing offers, what with having a degree with a big fucking GPA and having the credentials of a senior, lead, full stack and manager role, the sky is the limit. But i know that if I leave then my users suffer, and I just can't fucking have that.
I have heard them speaking about doing something with X app that I built (with my department) I have even heard one of them saying "how is this made?" and a part of me hoped that it would be a good time to grab them and tell them of the field and the things that they can do. But I don't like announcing myself that way, always seemed to presumptuous, so I just smile, fuck yeah, my users are doing their thing with what I built to better their lives, what more can I have?
I have gotten criticisms from them, one recognized me, told me about his pain points and how it makes it hard for him to do what he must. Getting the data from the user base in an effort to make shit better for them drives me, my challenge being "how about this? better eh?"
But fucking execs man, think only of themselves, not the users, they forget about the users. Much like a shitty rock band forgetting about the music, about the fans.
I can't let that slide. But this fucking field. I sometimes fucking hate it, and I hate it because of the normies that don't understand and do not want to understand.
I do way too much, my guys do way too much and all I want is for the recognition to go to them. They do not need the ego boost, but to see my guys sitting in a meeting in which some dumb fuck is trying to drill us for taking to long, not doing something and what not, it fucking pisses me off. As their boss I always stand up and tell bitches off, but instead of learning, the bitches just keep pressing on their already defeated points.
Everything in human life gets fucking erradicated by: humans. People really do fucking suck.
I sometimes wish to go back, redo my diesel tech license and just work there, where I think one would be better of talking to an engine. But no, even then you get people, you have to interact with people, deal with people, and I am so far up my game and in my field that starting from scratch is a fucking mute point.
Maybe I need to keep fucking with stocks, get rich and just keep investing on bullshit. Whatever the fuck it takes me from having to feel the urge to choke a motherfucker in public.1 -
Hey guys, I have a serious question for you: How do you define science?
And yes this is going to be a long Rant. This topic really pisses me off.
A bit of context first. I come from a "humanities" background. I study history and dude, I love it. The problem is that even though we fucking pull our brains out studying historical phenomena with a fucking ton of conceptual tools, our work is mostly seen as literature to entertain the elderly during their lonely evenings. But that's not really the point of this rant.
My fucking problem is that while we try to do some serious work; actual work that could help society for real, it all goes into that magical fucking kingdom called "humanities". HOW THE FUCK DO THEY DARE TO CALL SOMETHING "HUMANITIES". IT'S A FUCKING HISTORICAL TERM THAT MEANS "TO FULFILL MEN IN ALL IT'S ASPECTS", AND NOW THEY'VE REPURPOSED IT, MAKING IT CONTAIN ANY STUDY THAT ISN'T "EMPIRICAL", "OBJECTIVE", ADD ANY FUCKING SCIENTIFIC DELUSIONARY TERM YOU CAN THINK OF.
And don't get me started on "objectivity". Oh boy, your fucking objectivity is hollow as a kid's balloon. There is no such thing as a objective study, even when it applies your "rational" "godly" scientific method. Some guys follow that shit as if it was a fucking religion. I do understand it's useful and all that, but in the end it's just a tool, you can't fucking define "science" by it's tools.
"""Q: What is carpintery?
A: Well, it's hammers, nails and wood. Yep. Hammers, nails and wood."""
THE SCIENTIFIC METHOD WAS FUCKING INVENTED DURING THE XVIII CENTURY, WHAT THE FUCK DO YOU THINK WAS GALLILEI BEFORE THAT? "HUMANITIES"?
Why do I say objectivity isn't posible? Well, guess what? YOU ARE FUCKING HUMAN. Every thing you know is full of preconceptions and fucking cultural subjectivities invented to understand the world. And it's ok, becouse if you understand your own subjectivity, at least you can see yourself in a critical sense, and at least "tend" to objectivity, in the same way functions tend to infinity.
And here comes the best part: people studying "cs" in my university pass most of the time studying a ton of shit that isn't really science, but is taken as scientific becouse it is related to "science". These guys spend entire semesters just learning programming fundational stuff that in my opinion isn't really science, it's just subjective conceptual constructs built to make the coding process better. They only have TWO fucking classes on discrete mathematics and another 3 or 4 in actual scientific fields related to computing. THESE GUYS AREN'T FUCKING BEING TAUGHT TO BE COMPUTER SCIENTISTS; THEY ARE TEACHING THEM TO BE PROGRAMMERS. THERE'S A HUGE DIFFERENCE BETWEEN CS AND PROGRAMMING AND THAT IS THE WORD SCIENCE. And yes, I'm being drastic on the definition of science on purpose becouse guess fucking what? I'M PISSED OFF.
"Hey, what are you doing?"
"Just doing science with scrum and agile development."
I understand most of you guys would think of science as "the application of the scientific method", "Knowledge by experimentation and peer-review", "anything techy". Guys, science is a lot broather than that. I define it as "the search for truth", mainly becouse that's what we are all doing, and what humans have been doing to gain knowledge through the ages. It doesn't matter what field of truth you are seeking as long as you do it seriously and with fundaments. I don't fucking care if you can't be objective: that's impossible. Just acknowledge it and continue investigating accordingly.
I believe during the last centuries the concept of science has been deformed by the popular rise of both natural and applied sciences. And I love the fact that these science fields have been growing so much all this time, but for fucks sake don't leave every other science (science as I define it) behind. Governments and corporations make huge mistakes becouse they don't treat history, politics and other sciences seriously. Yes, I called history a "science", fuck you.
And yes, by my definition programming is not a science. I don't know what most of you think programming is, but for me it's a discipline that builds stuff, similar to carpintery or blacksmithing. Now if you are pushing the limits, seeking ways to make computing go further, then that's science. The guys that are figuring out AI are scientists, the guys that are using it to detect hotdogs aren't - unless they are the same person- deal with it. I guess a lot of you guys are with me on this point.
In the end, we are all artisans building abstract tools by giving orders to a machine.
I still have some characters left, so I want to thank the community as a whole for letting me vent my inner rage. I don't have much ways to express myself on these matters, so for me DevRant is a bless.8 -
To be honest, I'm not as excited as I was 6-7 years ago when our tech industry seen a big leap, where these ML/Deep Learning algorithms were out performing humans, Apache Spark out perfomed Hadoop in distributed computing, Docker/Kubernetes are the new phenomenon in software development and delivery, Microservices architecture, ReactJS virtual DOM concepts were so cool.
Really though, I've come realise that these software trends come and go. All you need to do is adapt and go with the flow.3 -
Well apparently devs won't last.
Now hear me out without any prior judgement.
Machine learning is booming up at a rapid rate and not long enough for it to formulate meaning to words like humans do. That's when the downhill for devs would start.13 -
I’ve now discovered that management actually decides for themselves what software engineering is. 🧐
It is getting increasingly common that in different architectural groups the decision has already been made… by management…without actually passing through our review… as a little more senior blokes and gals.
Not even a discussion? On the fit?
That leads me to the conclusion, since I consider the management (at least the two or three closest layers) are morons, good at talking but not really knowing anything about what we do (we kind of take stuff and make other stuff from it by using energy and other stuff in HUGE FUCKING FACILITIES AROUND THE PLANET), that even they did not make the decision. It was forced upon them. They did not decide either! Because they can’t! Because they are idiots all of them!
I have not investigated this issue but this is the logical conclusion. Or not.
Recently, for instance, decisions were made to route information flows by some tech. Some new tech. At some place in our eco-system. At a certain time. And, if we were to have reviewed this initiative in our process we would have said:
”Well, I hear you! But we are not going to do that right now because WE ARE IN THE MIDDLE OF THE FUCKING HUGE GLOBAL PROJECT THAT CHANGES PRETTY MUCH FUCKING EVERYTHING AND WE CAN NOT JUST IN THE MIDDLE OF THE FUCKING EXECUTION PROCESS OF THE PROJECT CHANGE THE FOUNDATIONS OF MESSAGE ROUTING BECAUSE WE LACK THE NUMBER OF HUMANS TO DO THE FUCKING JOB. So, we need to take a look at this and to get a better understanding when we can make this happen.”
What is the point of having this step in our organization if it is just pass-through? What is the point? Meetings? Just having meetings? Spending time mastering the organizational skill of administrating meetings? Feeling important? Using big words (holistic being my favourite)?
Below, juniors devs are being hired doing stupid stuff that does not need doing. For months and months.
I believe now that half of the dev staff does not need to be there and three quarters of the team, service, delivery (etc) managers are unnecessary. I mean, the good juniors are going to change jobs soon either way and we are stuck in this vicious cycle where we are not being allowed to be innovative in software engineering. Stability is of the essence here but the rate of our releases are just silly slow. I would say that we are far, far away from any track that leads us to where we want to be. Agile. Innovative. Close to business. Learning. Teaching. Faster. Stability despite response to implementing changing business needs.
And then there are the consultants…
*sigh*4 -
The hype of Artificial Intelligence and Neutral Net gets me sick by the day.
We all know that the potential power of AI’s give stock prices a bump and bolster investor confidence. But too many companies are reluctant to address its very real limits. It has evidently become a taboo to discuss AI’s shortcomings and the limitations of machine learning, neural nets, and deep learning. However, if we want to strategically deploy these technologies in enterprises, we really need to talk about its weaknesses.
AI lacks common sense. AI may be able to recognize that within a photo, there’s a man on a horse. But it probably won’t appreciate that the figures are actually a bronze sculpture of a man on a horse, not an actual man on an actual horse.
Let's consider the lesson offered by Margaret Mitchell, a research scientist at Google. Mitchell helps develop computers that can communicate about what they see and understand. As she feeds images and data to AIs, she asks them questions about what they “see.” In one case, Mitchell fed an AI lots of input about fun things and activities. When Mitchell showed the AI an image of a koala bear, it said, “Cute creature!” But when she showed the AI a picture of a house violently burning down, the AI exclaimed, “That’s awesome!”
The AI selected this response due to the orange and red colors it scanned in the photo; these fiery tones were frequently associated with positive responses in the AI’s input data set. It’s stories like these that demonstrate AI’s inevitable gaps, blind spots, and complete lack of common sense.
AI is data-hungry and brittle. Neural nets require far too much data to match human intellects. In most cases, they require thousands or millions of examples to learn from. Worse still, each time you need to recognize a new type of item, you have to start from scratch.
Algorithmic problem-solving is also severely hampered by the quality of data it’s fed. If an AI hasn’t been explicitly told how to answer a question, it can’t reason it out. It cannot respond to an unexpected change if it hasn’t been programmed to anticipate it.
Today’s business world is filled with disruptions and events—from physical to economic to political—and these disruptions require interpretation and flexibility. Algorithms alone cannot handle that.
"AI lacks intuition". Humans use intuition to navigate the physical world. When you pivot and swing to hit a tennis ball or step off a sidewalk to cross the street, you do so without a thought—things that would require a robot so much processing power that it’s almost inconceivable that we would engineer them.
Algorithms get trapped in local optima. When assigned a task, a computer program may find solutions that are close by in the search process—known as the local optimum—but fail to find the best of all possible solutions. Finding the best global solution would require understanding context and changing context, or thinking creatively about the problem and potential solutions. Humans can do that. They can connect seemingly disparate concepts and come up with out-of-the-box thinking that solves problems in novel ways. AI cannot.
"AI can’t explain itself". AI may come up with the right answers, but even researchers who train AI systems often do not understand how an algorithm reached a specific conclusion. This is very problematic when AI is used in the context of medical diagnoses, for example, or in any environment where decisions have non-trivial consequences. What the algorithm has “learned” remains a mystery to everyone. Even if the AI is right, people will not trust its analytical output.
Artificial Intelligence offers tremendous opportunities and capabilities but it can’t see the world as we humans do. All we need do is work on its weaknesses and have them sorted out rather than have it overly hyped with make-believes and ignore its limitations in plain sight.
Ref: https://thriveglobal.com/stories/...6 -
I think I finally, really, comprehend why secret societies have historically been created... I mean the potentially logical ones. This train of thought is logically terrifying.
I want a logic check.
I've been jokingly mentioning some of my totally true, practically useless in most scenarios, skills/specific fields of knowledge/ability under a moniker of 'extremely useful, assuming apocalyptic event' for years. Things like advanced knowledge of Coefficients of glass expansion, Fortran, various things that have caused friends to refer to me as MacGyver after the reboot came out.
In recent years, I've personally encountered several varieties of the ones defined by helplessness, self-victimisation, some version of a real disability... that theyve expounded into a personified personal nemesis-- to flashily battle yet never overcome, etc... the vast majority perplexing me as to why that's a valid form of life to them... it's not that they never consider some other way; the ball is just quickly dropped and never picked back up.
College?(not that I'm a big fan) they wish they could but so expensive... aide? The form was hard/confusing/past-due...
Lookup/learn something more indepth than a tiktok? *some self-deprecating bs*
Yet it's "I always wanted to do/be/learn X"
Shows like 'How It's Made' fascinate, but don't inspire enough for a 5min google query.
In the dev world its a clear, inverted pyramid-- one of the first posts I saw when I rejoined here was ostream's rant on Apple sucking because after they stop support/updates you "can't" load a different OS... ofc you can. But several comments down... no mention of that... i think it was @LensFlare who was the only one in ~15 respondents to point out the core logical fallacy.
Basic shit is totally forgotten... try asking some random adults what plastic is made from... or pay attention to how many people declare they have a gluten "allergy".
I get people frequently telling me that things im pointing out as differences don't matter because "it's just semantics"... semantics is literally the epitome of "significance", with roots in 'meaning' and 'truth'
Back to the main issue... We are in a world where DIY is typically something you pay more to do as a catered experience than actually learning anything, people destroy their own arguments hopes of validity unwittingly often by stating the arguement, get 'offended' or 'triggered' by factual statements, propagate misinformation and bastardise words until MW needs money enough to print a new version, likely adding the misuse as an actual definition and basic knowledge and the thought to actually learn is vetoed by the existence of google translate, the wisdom of tiktok and the pure brillance of troubleshooting every random linux issue you have from not knowing basic CLI and thinking linux makes you cool, with chmod 777 because so many other dumbasses on forums keep propagating misinformation. Ask them what 777 means, most have no clue... as they didnt consider googling that one before putting it in a terminal several times.
The number of humans that actually know the basic shit that the infrastructure of the world is built on keeps decreasing... and we aren't even keeping a running tally.
The structure of the internet has the right idea... dns- 13 active master root servers, with multiple redundancies if they start dropping... hell ICANN is like a secret society but publicly known/obfuscated... the modern internet hasnt had a global meltdown... aside from the lack of censorship and global availability changing the social definition of a valid use of braincells to essentially propagating spam as if it's factual and educational.
So many 'devs' so few understanding what a driver is, much less how to write one... irl network techs that don't know what dhcp is or that their equiptment has logs... professionals in deducated fields like Autism research/coping... no clue why it was called "autism", obesity and malnutrition simultaneously existing in the same humans... it's like we need to prepare a subterranean life-supporting vault and stock it like Noah's ark... just including the basic knowledge of things that used to be common/obvious. I've literally had 2 different, early 20s, female, certified medical assistants taking my medical history legitimately ask if not having a uterus made it harder to get pregnant...i wish i was joking.
Any ideas better than a subterranean human vault system? It's not like we can simply store detailed explanations, guides, media... unless we find a way to make them into obfuscated tiktok videos apparently on nonsense or makeup tutorials.11 -
You work in a team, for a team to move forward successfully the team should work in sync. A team always has a goal and a plan to get to it. There are times when the team needs to take a different direction therefore the set path should always be available for change because our environments dictate it.
We all have different styles of working and different opinions on how things should work. Sometimes one is wrong and the other is right, and sometimes both are wrong, or actually sometimes both are right. However, at the end of it all, the next step is a decision for the team, not an individual, and moving forward means doing it together. #KickAssTeam
The end result can not come in at the beginning but only at the end of an implementation and sometimes if you’re lucky, during implementation you can smell the shit before it hits the fan. So as humans, we will make mistakes at times by using the wrong decisions and when this happens, a strong team will pull things in the right direction quickly and together. #KickAssTeam
Having a team of different opinions does not mean not being able to work together. It actually means a strong team! #kickAssTeam However the challenging part means it can be a challenge. This calls for having processes in place that will allow the team members to be heard and for new knowledge to take lead. This space requires discipline in listening and interrogating opinions without attachment to ideas and always knowing that YOUR opinion is a suggestion, not a solution. Until it is taken on by the team. #KickAssTeam We all love our own thinking. However, learning to re-learn or change opinions when faced with new information should become as easy to take in and use.
Now, I am no expert at this however through my years of development I find this strategy to work in a team of developers. It’s a few questions you ask yourself before every commit, When faced with working in a new team and possibly as a suggestion when trying to align other team members with the team.
The point of this article, the questions to self!
Am I following the formatting standard set?
Is what I have written in line with official documentation?
Is what I am committing a technical conversion of the business requirement?
Have I duplicated functionality the framework already offers?
I have introduced a methodology, library, heavily reusable component to the system, have you had a discussion with the team before implementing?
Are your methods and functions truly responsible for 1 thing?
Will someone you will never get to talk to or your future self have documentation of your work?
Either via point number 2, domain-specific, or business requirements documentation.
Are you future thinking too much in your solution?
Will future proof have a great chance of complicating the current use case?
Remember, you can never write perfect code that cures every future problem, but what you can do perfectly is serve the current business problem you are facing and after doing that for decades, you would have had a perfect line of development success.1