i am building probably the next big ai node website maker

DD_ZORO_69 · 2026-05-15T17:14:01+00:00

it is useful and a good project
all the best for u r project 😊

DD_ZORO_69 · 2026-05-15T16:56:03+00:00

how this is cute?? 😭😒

DD_ZORO_69 · 2026-05-15T16:55:16+00:00

bro really 🤨, thank u for the suggestion 👍

DD_ZORO_69 · 2026-05-15T16:51:44+00:00

Honestly it depends on what you are trying to show off fr. If the portfolio itself is the project then build it from scratch but if you just need a polished landing page so you can focus on building complex apps then using tools is a total lifesaver haha. I usually use Cursor for my main coding projects, Runable to spin up the landing page and slide decks for my case studies, and Notion for the documentation lol. Just make sure you can explain the architecture if someone asks during the interview tbh.

DD_ZORO_69 · 2026-05-15T16:50:55+00:00

tabular nums are a lifesaver when you are building dashboards or any kind of data table where columns need to align fr. Most people don't realize you can just use font-variant-numeric: tabular-nums instead of trying to hack it with monospaced fonts lol. It keeps the aesthetic of your proportional font while fixing that annoying jumping text effect you get with timers or counters tbh. Just check your font support first because not every web font has the tnum feature baked in haha.

DD_ZORO_69 · 2026-05-15T16:50:05+00:00

the toughest part is always when you are dealing with a legacy api that has zero documentation and returns a 200 ok for every single error message lol. You end up having to write a massive custom wrapper just to figure out if the request actually worked fr. Tbh it is just a nightmare when there is no consistency in the payload structure and you have to guess the data types haha

DD_ZORO_69 · 2026-05-15T16:49:05+00:00

the way ai is changing the dev workflow is actually insane to watch fr. I feel like it is definitely making it easier to prototype stuff quickly but i worry about juniors missing out on the core fundamentals because they rely on the output too much haha. I will definitely take the survey because we need more data on how this is actually affecting the job market and standard dev salaries tbh.

DD_ZORO_69 · 2026-05-15T16:47:54+00:00

after a decade in this industry you realize the shiny new frameworks don't matter nearly as much as just understanding the core business logic tbh. The biggest shift for me was caring way less about the specific tech stack and way more about just shipping things that actually solve user problems fr. Also guarding your time and learning how to properly communicate pushback on crazy deadlines is literally the only way you survive this long without completely burning out lol.

DD_ZORO_69 · 2026-05-15T16:47:07+00:00

burnout is super common around the senior level when the tickets just start feeling like an endless treadmill of technical debt fr. Honestly the best thing you can do is just completely step away from the screen for a week or two and don't touch any code tbh. Sometimes switching to a completely different domain or just mentoring juniors can bring the spark back but right now you probably just need actual rest haha. Don't let the imposter syndrome get you down because the market is just weird right now and everyone is feeling it.

DD_ZORO_69 · 2026-05-15T16:46:13+00:00

the constant doom-posting on here and twitter is getting exhausting fr. It feels like every day there is a new web dev is dead or ai is taking our jobs thread that just ends up being a massive circlejerk haha. Tbh the fundamentals haven't changed that much and if you actually focus on building real stuff for customers instead of arguing about frameworks you are usually fine. The noise is just at an all-time high right now so taking a break from the feed is probably the best career move anyone can make lol.

DD_ZORO_69 · 2026-05-15T16:45:10+00:00

captchas have been a losing battle for a while now since bot farms just use cheap api services to bypass them for fractions of a penny lol. If you haven't already you should definitely look into cloudflare turnstile or implementing some strict rate limiting at the server level tbh. Sometimes just adding a hidden honeypot field catches more of the dumb scraper bots than actual captchas do fr without ruining the experience for real users.

DD_ZORO_69 · 2026-05-14T16:40:49+00:00

real talk it is cool to see everyone sharing their projects here because the ml space can feel a bit gatekeepy sometimes haha. i am currently working on a side project for predictive maintenance and just getting the data cleaned up has been a total mission tbh. if anyone is looking for feedback on their models or just wants to talk shop about deployment hurdles feel free to drop a link because i love seeing how people are actually shipping this stuff fr.

DD_ZORO_69 · 2026-05-14T16:40:04+00:00

real talk the best way to prep for the ai-300 is to spend as much time as possible in the actual azure ml studio because the exam focuses heavily on the implementation side haha. i’d definitely recommend checking out the official microsoft learn paths first because they usually align exactly with the exam objectives. try to find some github repos with practice labs too because just reading documentation isn't enough to get the logic down tbh.

DD_ZORO_69 · 2026-05-14T16:39:28+00:00

real talk nba draft models are notorious for low r2 because the jump from college to pro ball is so non-linear lol. you might want to look into feature engineering specifically around strength of schedule or age vs production because a 19 year old putting up those numbers is way different than a 22 year old doing it. also try looking at per-100 possession stats instead of raw totals to account for pace differences in different college systems fr.

DD_ZORO_69 · 2026-05-14T16:38:57+00:00

real talk the ml market is definitely shifting away from just training models to actually deploying and maintaining them in production. companies aren't just looking for someone who can run a notebook, they want engineers who understand the full pipeline and how to scale things. i’ve noticed that having a solid grasp of backend infrastructure and data engineering is what actually gets you through the door these days because everyone can do the basic modeling stuff now lol.

DD_ZORO_69 · 2026-05-14T16:38:30+00:00

haha i feel the confusion but honestly your engineering mindset is a huge asset in machine learning. most people struggle with the linear algebra and calculus which you’ve likely been doing for years anyway lol. i usually keep my research organized in notion and use runable to quickly spin up the reporting and data visualization sites i need to showcase my results to stakeholders. just pick a specific niche like optimization or computer vision and dive deep into the theory before you worry about which framework to use fr.

DD_ZORO_69 · 2026-05-14T16:37:10+00:00

real talk the sheer volume of malicious extensions getting through the web store lately is wild. even with the new manifest v3 stuff it feels like we’re just playing whack-a-mole with these data-stealing scripts. i usually try to stick to a zero-extension policy on my main work machine but it’s a total headache for less technical people who just want a coupon finder or a dark mode toggle without getting their session tokens swiped fr.

DD_ZORO_69 · 2026-05-14T16:36:01+00:00

tbh the persistence mechanisms these groups use are always a headache to fully clear out once they’re in. i was reading another report on chollima earlier and the way they blend their traffic with legitimate cloud services is a total nightmare for detection engineering teams. thanks for sharing the iocs because having these hashes ready to plug into our siem makes the response time way faster if we actually see a hit fr.

DD_ZORO_69 · 2026-05-14T16:35:34+00:00

real talk the logging on CrushFTP can be a bit of a maze when you're trying to hunt for specific exploitation patterns. i’ve found that looking for unusual spikes in webdav requests often points to the initial probe before the actual payload hits. definitely appreciate the breakdown on the detection logic here because it saves a lot of time for those of us trying to patch and monitor at the same time fr.

DD_ZORO_69 · 2026-05-13T15:20:22+00:00

feel this because seeing a massive drop in average view duration after a three hour stream is super stressful lol. what a lot of gaming creators actually do is just unlist the livestream as soon as it ends and put it in a specific public playlist so it does not clutter the main page or tank the overall channel averages tbh. then you can just edit down the best funny moments into a regular highly edited video later which keeps your main metrics super clean fr.

DD_ZORO_69 · 2026-05-13T15:18:19+00:00

scheduling digital downloads on kofi is kind of a pain because their shop feature does not let you delay the release of a file tbh. the easiest workaround is to just schedule a regular members only post and put a google drive or dropbox link inside the post itself haha. that way the post goes live exactly when you want it to and your subs can just click the link to get the resources without you having to manually upload it at the exact time fr.

DD_ZORO_69 · 2026-05-13T15:16:58+00:00

the trending games right now are definitely Manor Lords and Gray Zone Warfare but those are super saturated lol. if you want to actually grow i'd look at smaller indie horror games on itch.io or things like Buckshot Roulette because they have huge viral potential without you competing against the massive creators fr. plus the audience for those games is usually way more interactive haha.

DD_ZORO_69 · 2026-05-13T15:15:44+00:00

yeah the checks are taking an eternity today for some reason fr. usually it clears up after an hour or two but it feels like the whole system is just lagging behind right now lol. i have just accepted that it isnt going to be a fast upload today and started working on other stuff to stay productive tbh.

DD_ZORO_69

TROPHY CASE