#Bots and now DDOS
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gokustormofficial22 · 1 year ago
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If A03 keeps getting DDOS'd I swear!
Look I understand that all of the 'Control freak' countries want A03 to die and burn in a horrible agonizing blaze of eternal death but.. A03 is not their fucking property. Also, if a fucking website used mainly for fanfiction and tomfoolery has gotten you so mad you are literally trying to kill it with fire then maybe just use the tag system or perhaps leave A03 alone? I mean honestly A03 boutta make a damn Minecraft server >_>
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witless-winion1 · 8 days ago
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had the violent urge to write tagteam fluff
It started with the tags. It always started with the tags.
Tumblr had set their phone to notify them whenever the tag #ao3 started trending. It was usually their biggest warning.
Sometimes it was nothing. They’d call their beloved, or speedwalk to the library a block down from their cozy home, and push through the doors to find them sorting books among the aisles of bookmarks, recently revamped for organization. Or answer the phone with a simple “hello, love.” “Hi. You alright?” “…yes? I’m feeling fine. Is everything alright?”
They understood Tumblr’s concern, of course. Their condition was frequent, and no matter how much time passed- god, it had been a whole two years, now- they still couldn’t forget the worst time, the damn DDoS attack that had left Ao3 bedridden, Tumblr waiting by their side, reading to them from some of their favorite collections. Tumblr always seemed to stumble over the words- they were never great with literacy- even if Ao3 always assured them they thought it was adorable, when they tried, helping out in their library and bringing over new volumes.
Ao3 assured them those days were gone; they’d taken safety measures, and now they had the extra support of their loving partner. But Tumblr couldn’t help but worry when they saw that hastag glowing with their name.
Tumblr was putting something together for them at the kitchen table, a little moodboard of cozy library pictures that their friend Pintrest helped select- and yess, their was a loss.jpg joke hidden in the organized photos, they could never resist- when their phone buzzed. And when they picked up their phone, they felt their stomach sink.
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Yes, it could be nothing. It could be. But Ao3 had been looking kind of pale that morning, and had they remembered to take their medicine? They’d been in a rush to get to work, saying something about bot comments, and they’d barely taken the time to put on that adorable sweater vest of theirs before hurrying out the door.
Tumblr jumped up and grabbed their jacket, hearing the jumble of rainbow pride and fandom pins clinking as they threw it on, stepping out into the cool air and jogging up the street.
It could be nothing. It could be nothing.
Tumblr nearly threw open the library doors, beelining straight towards the main desk, where Wattpad, Ao3’s coworker, glowed in their usual tacky orange hat. They glanced up and grinned at Tumblr.
“Hey, Tumblr. Looking for a certain y/n?”
“What?” Tumblr leaned over the counter. “If you mean Ao3, yeah. Have you seen them?”
“They were in the Sickfic section, last I saw.”
Tumblr could practically hear the ironic foreshadowing in their words, and they didn’t like it. They barely bothered with thanks as they turned, following the signs to the expansive maze of Whump, Sick Character, and Hurt/Comfort.
“Ao3?” They called softly as they traversed the aisles, knowing that Ao3 would scold them about being too loud in the library, sick or not.
For a moment, there was silence. Then a soft groan, over near the Caretaking shelf.
“Ao3-!” Tumblr ran and dropped to their knees as soon as they saw their partner, slumped against a shelf, with a box tagged Domestic Fluff half-sorted and shelved beside them. “Oh, hon…”
As they reached up and gently felt Ao3’s forehead, their lover leaned into the touch with a shaky sigh. “Hi…”
“Hi, baby.” Tumblr leaned a bit closer, pulling Ao3 from the shelf to their shoulder. “Server strain?”
Ao3 nodded weakly, seeming dizzy at even the small motion. “Server strain…”
Tumblr slid their arms around their legs and back, hoisting them up into the air. “Alright, you know what that means. Home, bedrest, some good old-fashioned maintenance. How’s that sound, love?”
Ao3 leaned their head against Tumblr’s shoulder, their breathing coming in soft huffs. “Sounds great…”
Tumblr hummed softly at the lack of their usual eloquence, but didn’t comment; they knew their darling would be back to dreaming up 2.5k words of sappy poetry an hour soon, with a bit of TLC. Until then, Tumblr was happy to fill the silence for them.
“I wonder if any of these actually have any good recipes,” they murmured, their gaze wandering over a few works tagged ‘Soup’. “What do you think, baby?”
“Mmnghh,” Ao3 groaned, burying their face into Tumblr’s chest. “Prefer yours.”
Tumblr smiled at their little mumble. “Mine, huh? Good to know.”
As they carried their dearest out of the aisle, down the long path of the library, they nodded to Wattpad, who glanced up from a new and vaguely-titled shipment. “Hey, uh, Ao3, I don’t know how to tag this-”
They cut themselves off to frown worriedly at the sight of Ao3 being carried out.
“Just a little tired,” Tumblr assured them, before they even had the chance to question. “They’re gonna be fine, back on their feet in a bit. You can probably ask Net about those. Can you clock Ao3 out?”
Wattpad closed their mouth slowly and nodded, watching silently as the couple left the library.
Ao3 shivered in the cool wind, but the walk home was mercifully short, and it was no time at all before Tumblr was pulling off their shoes and work clothes, swapping it out for a comfy sweater and fuzzy socks, and gently pushing them back against the pillows.
“How’re you feeling, love?” Tumblr hummed, tucking them in with a kiss on the forehead. Beneath them, Ao3 sighed, sinking into the pillows.
“Tired,” they mumbled, eyes half-open as they watched Tumblr tidy up their messy bedside table, setting aside their glasses and gathering some empty mugs and water bottles.
“Well, try not to fall asleep before I get back with the medicine, alright?”
Ao3 managed a little nod, sighing as they settled into the blanket nest. And when Tumblr returned, their eyes were still open (though barely), staring at the ceiling of the bedroom.
“Kudos to you, babe,” Tumblr hummed, holding water and painkillers. “I didn’t think you’d make it.”
Ao3 gave them a tired smile, but offered no reply as Tumblr guided them through taking the pills and the water. But when it was done, Ao3 reached up, their hand snagging on the edge of their partner’s sweater.
“Cuddles?” They murmured, bleary eyes shining softly in the hopes of the fluff they were so passionate was the best. Tumblr couldn’t deny them, not now, not yesterday, not in a million years.
Tumblr smiled and laid down with them, sliding under the covers, and drawing them closer. Ao3 snuggled into their chest, a weak smile touching their lips.
“Is that good, my dearest Archive?” Tumblr murmured in their ear, using part of their first name instead of their usual nickname, as they stroked Ao3’s hair up and down, fluffing it up adorably. They got no response, except a soft, wheezy snore.
”I guess so.”
(Edit: part two)
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schroedingerscryptid · 1 month ago
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good evening mothers and fuckers of the jury today i bring: Amphoreus Is A Neural Network 
my credentials: i’m a first year CS student in 2025.
if y’all’ve been on hsrtwt in the past few days and watching leak after leak come out, then you probably know what i’m yapping about. if not, check this, this, this, and this out.
if you’d rather wait for 3.4 to come out, this is your chance to scroll. rest of y’all are with me lets go gamers
to summarise the 3.4 leaks, lygus and cyrene are apparently running tests on phainon to make the perfect lord ravager, and phainon’s been through 33550336 loops (girl help him wtf) by now. in each loop, he has to watch everyone die over and over again, and phainon, obvi, cannot remember anything. each loop, he’s a complete blank slate, ready to be traumatised over and over again. lygus keeps track of each loop, and keeps refining the data he puts in at the start of each timeloop to remove the ‘imperfections’ from the previous loop that were corrupting his experiments. 
ok anyways this is not about this shit we’re here to talk about why amphoreus is a neural network.
all of us here hate ai so i’m pretty sure you know the basic strokes of how it works, but if you don’t, then here’s a simple explanation: a neural network works based on input data. there’s many methods to training a machine, but the most generalised ones are the supervised vs the unsupervised models. how they work is what’s on the lid: supervised models mean that the input data is clearly labeled, and unsupervised models mean the input data is not labeled, which forces the ML algorithm to identify data on its own. based on what we know, i’m inclined to think that lygus is probably using a supervised model each time by removing outlier data and/or noise. 
wonderful, let’s talk about mydei now. y’all’ve probably seen a bunch of theories and leaks, but mydei’s highly likely to be a glitch in the system, or even worse, might be a virus that someone’s trying to use to break everyone out of this loop. between all of the theories i’ve seen, the one that connects mydei to the amphoreus loop is the theory that he’s a type of fileless malware. 
Tweet ref: https://x.com/tts_maruadelei/status/1932082549217751271
much like the other chrysos heirs, mydei doesn’t actually exist, but let me say: ain’t it interesting how mydei, the demigod of strife, who should have risen to be a titan that governed disputes, is the one who caused glitches in lygus’ system during the forgotten years?
let’s go back to the theory for a second: fileless attacks, simplified, operate based off of memory alone, which makes it much, much harder to detect compared to normal malware and viruses in a computer system. these fileless attacks can manifest in multiple ways, and one of those ways is a Distributed Denial of Service attack, aka, the infamous DDoS attack. DDoS attacks are among the most common cyberattacks of the modern century, and involve ‘botting’, where multiple bots attack one system to overwhelm the system with a high volume of requests.
the idea of ‘overwhelming’ a system can come in the form of exhausting resources like bandwidth, the Central Processing Unit (CPU) and, most importantly, the Random Access Memory (RAM). you know, the RAM being where most fileless malware operates out of. i’m sure you see where i’m going with this. 
for more psychic damage, there’s a type of attack called a ‘buffer overrun’ or ‘buffer overflow’. wikipedia defines data buffers as regions of memory that store data temporarily while it’s being moved from one place to another. a ‘buffer overflow’ is a type of DDoS (SIGHS) attack in which data in the buffer exceeds the storage capacity and flows into the following memory location, and corrupts the data in the secondary memory locations, and are the most common DDoS attack styles. sound familiar? 
bringing allllll of this back to amphoreus, i wouldn’t be too surprised if mydei’s older versions gained sentience, and started botting lygus’ AI/neural network and caused a DDoS attack, which caused his saves to be completely wiped due to a buffer overflow. thank u for listening can 3.4 hurry Up.
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macmanx · 4 months ago
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Aggressive AI crawlers increasingly overload community-maintained infrastructure, causing what amounts to persistent distributed denial-of-service (DDoS) attacks on vital public resources. According to a comprehensive recent report from LibreNews, some open source projects now see as much as 97% of their traffic originating from AI companies' bots, dramatically increasing bandwidth costs, service instability, and burdening already stretched-thin maintainers.
#ai
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notawizardblep · 1 year ago
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I want to share some information from this video because I think it is important and not everyone is going to watch a 2 hour VOD.
1.) There has been talk about possibly doing a boycott of buying TF2 items during the Summer update. No plans out yet if there are any right now, but it’s something to wait for. The main reason to not do a boycott right now is that it would not be as effective because the Summer update will bring in a new wave of cosmetic crates and other micro transactions.
2.) (The most important) Please be careful about rumors. Make sure information has been confirmed to be true before sharing it around. Spreading misinformation only benefits the people who are willing to DDos and make a false DMCA claim against a petition website.
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traegorn · 2 days ago
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pecanpiespie · 1 year ago
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Team Fortress 2 is Sill Alive
I know I don't have much of a following, and for those not interested, I'll be as short as possible: Team Fortress 2, a beloved and timeless game, has been suffering for half a decade, overrun by hoards of hacking bots and dangerous bot hosters. Please help us in our campaign by signing this petition (save.tf) and spreading the word of our efforts.
I have played Team Fortress 2 since 2012. I witnessed the hype for Meet The Pyro and saw YouTube crash when it dropped. I watched Meat Vs. Match unfold. I was one of the first to the front lines when Gray Mann raised his metal army. I patiently waited between updates, even when those updates became fewer and farther between, until eventually year long silences between updates became the norm as the developers and programmers slowly fell out of love with their game. All content in recent years has been community made. There hasn't been a Smissmas or Scream Fortress comic in years, and their ongoing comic series has been all but abandoned. I still check their website at least once a month, hoping that maybe they'll quietly release that last comic, but I know all hope for that is lost.
I met the love of my life because of this game. I have made literal hundreds of friends and countless fond memories playing it, reading and writing fanfictions, admiring and making fan art. This community is the most compassionate that I have ever seen, especially for a game that is nearing it's 18th birthday.
But as with any other good thing, there are groups of people whose sole intent is to ruin it for everyone else.
I've watched this game slowly rot away for the past five+ years, and it kills me to see such a loved game be abandoned. I've never loved a game as much as I love Team Fortress 2, and DAMN IT, I AM LIVID with how Valve has treated this game. It is completely overrun by bots. Hacking bots that mic and chat spam, DDOS players, and in some cases even SWAT certain content creators. These bot hosters are vile, abusive, and dangerous. Their programmed demon spawn spew absolute FILTH on every casual server they join. Click this link for a more in-depth review of what Team Fortress 2 is facing.
At the start of this crisis, Valve pushed out an update that completely silenced its free-to-play playerbase. Not even built-in voice commands could be used anymore until these players made an in-game purchase, leaving them unable to strategize, communicate, ask for guidance from more experienced players, or even call for a Medic. It was such a vile "solution" and nothing more than a weak cash-grab. Valve had essentially created a way to profit off the very thing that has effectively destroyed their game, because these bot hosts PAID FOR PREMIUM ACCOUNTS to let their bots continue hacking, ear-raping, chat spamming, and DDOSing.
And 2 years ago, when the Team Fortress 2 community asked nicely for Valve to pay even the smallest amount of attention to this beloved game? Valve puts out one tweet, pushes a couple of small updates, and fades back into silence. That's when we made our fatal mistake. We were placated by the response, and Valve took that as a sign that the matter was taken care of. We were heard, but we were not listened to.
This time, we will not back down. We will not give up. We will not stop our digital march until Valve PROMISES to fix our beloved game, and FOLLOWS THAT PROMISE THROUGH.
WE WILL NOT BE SILENCED UNTIL THE BOTS ARE GONE.
I still love this game, but I am absolutely *sickened* by the way Valve has acted lately.
And now for something slightly different Still Alive (Portal end credits)
Rewritten to reflect the current state of Team Fortress 2 and Valve's reluctance to fix it. Portal and its theme song belong to Valve Software, this lyric rewrite is not intended to infringe copyright, it falls under fair use as parody.
This is just tragic I'm making a note here: Huge Unrest It's hard to overstate my disappointment Valve Software Game Devs: "We won't do our jobs Unless we must Updates aren't worth our time Until communities beg"
But this game's not dying We're just taking a break Until VAC is working And you fix your damned game Once the bots are all gone You'll return to being loved Because Team Fortress 2's STILL ALIVE
We're so very angry We're being so sincere right now All because you broke our hearts And killed us And tore us to pieces And threw every piece into a fire As they burned it hurt because We're all so pissed off at you
Now these bots and cheaters Will keep logging online They're harassing your players Yet you're saying it's fine So of course we're all mad Think of all the fun we had Way back when the game was Still Alive
Why did you leave us? We don't want this game we love to die Maybe we'll find someone else To help us You have to realize VAC is a joke! Ha. Ha. What bans?
This game could be really great If you would get off your ass
Look at us all begging Cause it's all we can do You say "we love this game And we know you do too" But you gave us empty words And your product barely works It's a wonder the game's Still Alive
And belive me we are Still Alive We are relentless; we are Still Alive We're disappointed; we are Still Alive You think we're dying; we are Still Alive Team Fortress 2 will remain Still Alive
Still Alive Still Alive
Want You Gone (retitled: Want Them Gone)
Well here we are again Never got your shit together Remember when you said you'd kill the bots? Oh how relieved we were Except you didn't kill them Under the circumstances we've been shockingly nice
TF2 has been ruined You're who we counted on The cheaters want this game dead Valve, we really want them gone
Counter Strike has them too And there are just as many Your greedy company ignores them, too One day the bots woke up And swore they'd stay forever It's such a shame to see Their threats may really come true
We have run out of patience You're who we counted on We won't accept your silence Valve, we really want them gone
Thank you for staying here Oh, did you think I meant Valve? That would be funny if it weren't so sad So much for those updates You promised to push out If you ignore us maybe We'll just get off your back
It's been a huge disaster You're who we're counting on You can still solve this problem Valve, we really want them gone
Valve, we really want them gone Valve, we really want them gone…
If you made it through all that text, thanks for sticking around. Please consider signing the petition, spreading the word, and helping us take our game back. Enough is enough.
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blushroom20 · 1 year ago
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Posted this yesterday on my YT Community Page but figured I post (an updated version) here too:
While I haven't personally played the game in years, Team Fortress 2 is still very important to me. I made many fun memories with friends and it's the reason I made my Steam account to begin with back in 2012 (Hell I knew about TF2 even before then because of Gmod animations and Flipnote Hatena).
The bot crisis, taking the form of perfect aim, spinning snipers who impersonate the usernames of others and get real players kicked has been going on for years now. It has really destroyed any thought of revisiting the game, but also making it harder for new players to start playing today.
The community has been strong for over a decade, as seen in many animations and the like still featuring the characters from this old game. People still care about this game from 2007. Most of Valve's games have this longevity because of the community, but the games themselves have been deteriorating because of bad actors.
There is a petition on save.tf that people are signing to try and show Valve they're tired of this bot crisis. The site has been attacked by DDOS attempts (probably from the malicious bot hosters) but is still standing strong. Additionally, people are review bombing TF2 on Steam in a similar fashion to how people did to Helldivers 2 when they were trying to enforce PSN accounts. The more attention this gets, the more media coverage it'll get and hopefully get Valve to finally do something.
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monetizeme · 6 months ago
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"Drop what you are doing and read this incredible story from Wired, if you can. After that, come back here.
[without paywall]
It mentions that a 19 y/o man who's assisting Musk's team and who has access to sensitive government systems is Edward Coristine. Wired said Coristine, who apparently goes by the nickname "Big Balls," runs a number of companies, including one called Tesla.Sexy LLC
"Tesla.Sexy controls dozens of web domains, including at least two Russian-registered domains. One of those domains, which is still active, offers a service called Helfie, which is an AI bot for Discord servers targeting the Russian market.While the operation of a Russian website would not violate US sanctions preventing Americans doing business with Russian companies, it could potentially be a factor in a security clearance review."
The really interesting part for me is Coristine's work history at a company called Path Networks, which Wired describes generously as a company "known for hiring reformed black-hat hackers."
"At Path Network, Coristine worked as a systems engineer from April to June of 2022, according to his now-deleted LinkedIn resume. Path has at times listed as employees Eric Taylor, also known as Cosmo the God, a well-known former cybercriminal and member of the hacker group UGNazis, as well as Matthew Flannery, an Australian convicted hacker whom police allege was a member of the hacker group LulzSec. It’s unclear whether Coristine worked at Path concurrently with those hackers, and WIRED found no evidence that either Coristine or other Path employees engaged in illegal activity while at the company."
The founder of Path is a young man named Marshal Webb. I wrote about Webb back in 2016, in a story about a DDoS defense company he co-founded called BackConnect LLC. Working with Doug Madory, we determined that BackConnect had a long history of hijacking Internet address space that it didn't own.
Incidentally, less than 24 hours after that story ran, my site KrebsOnSecurity.com was hit with the biggest DDoS attack the Internet had ever seen at the time. That sustained attack kept my site offline for nearly 4 days.
Here's the real story behind why Coristine only worked at Path for a few months. He was fired after Webb accused him of making it known that one of Path's employees was Curtis Gervais, a serial swatter from Canada who was convicted of perpetrating dozens of swattings and bomb threats -- including at least two attempts on our home in 2014. [BTW the aforementioned Eric Taylor was convicted of a separate (successful) swatting against our home in 2013.
In the screenshot here, we can see Webb replying to a message from Gervais stating that "Edward has been terminated for leaking internal information to the competitors."
Wired cited experts saying it's unlikely Coristine could have passed a security clearance needed to view the sensitive government information he now has access to.
Want to learn more about Path? Check out the website https://pathtruths.com/"
Read More
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justtryblockchain · 3 months ago
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Custom vs. Ready-Made Cryptocurrency Exchange Clone Software
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1. Introduction
The cryptocurrency market is booming, and everyone wants a piece of the action. With digital currencies now a mainstream investment, building your own crypto exchange has never been more tempting. That’s where cryptocurrency exchange clone software comes into play.
Entrepreneurs face a critical decision early in their journey: Should you go with a custom-built exchange clone or a ready-made solution? Let’s break it down.
2. Understanding the Basics
What is Custom Exchange Clone Software?
This is a tailored solution built from scratch—or heavily modified from a base model—to meet your specific business requirements. Think of it like designing your dream house.
What is Ready-Made Exchange Clone Software?
This is a pre-built solution that's plug-and-play. It's quicker to launch, already tested, and usually comes with essential features out of the box. It's like buying a furnished apartment.
3. Key Differences Between Custom and Ready-Made Solutions
Development Time
Custom builds take months. You’re building it brick by brick. On the flip side, ready-made clones can be launched in days or weeks.
Cost Implications
Custom software is expensive. It demands time, skilled developers, and resources. Ready-made clones are more budget-friendly, ideal for startups.
Scalability
Custom platforms offer better long-term scalability. You can optimize every feature. Ready-made ones may hit limits sooner, depending on architecture.
Customizability
No surprises here—custom builds offer full flexibility. With ready-made software, you're often limited to what's already built unless you pay more.
Maintenance and Support
Custom systems require dedicated teams for support. Ready-made solutions often come with support packages from the provider.
4. Benefits of Custom Crypto Exchange Clone Software
Full Control Over Features
Want a dual-auth system or multi-chain wallet? No problem. You decide what stays and what goes.
Tailored User Experience
From UI to transaction flows, everything aligns with your vision.
Branding Flexibility
Want to be the next Binance or something completely new? A custom platform gives you that freedom.
5. Benefits of Ready-Made Crypto Exchange Clone Software
Faster Time-to-Market
Speed is king. Launch fast, test market fit, and scale later.
Lower Upfront Investment
You don’t need millions. Just pick a good package and you’re live.
Proven Market Performance
These clones are often modeled after successful platforms like Coinbase or Kraken—battle-tested and reliable.
6. When Should You Choose Custom Clone Software?
For Unique Use-Cases
Need a feature-rich hybrid exchange or one with cross-chain trading? Go custom.
When Building a Long-Term Brand
If you're playing the long game, invest in infrastructure that supports it.
7. When Should You Choose Ready-Made Clone Software?
For MVPs and Startups
Got an idea and want to test it fast? Go with a ready-made solution.
When Budget Is Limited
Start learning. Prove your model. Upgrade later.
8. Security Comparison
Security Features in Custom Builds
Custom solutions let you build top-tier protection: cold wallet integration, multi-sig wallets, anti-DDoS—all tailored to your needs.
Are Ready-Made Solutions Vulnerable?
Not necessarily. Good providers offer decent security—but you’re tied to their protocols unless you pay to upgrade.
9. Regulatory Compliance
Whether it’s GDPR, AML, or KYC laws, both models can be designed to comply. The difference lies in flexibility and future-proofing, which custom builds excel at.
10. Integration with Third-Party Tools
Your exchange won’t work in isolation. You need payment processors, KYC/AML services, and maybe even AI-based analytics. Custom builds allow seamless integration. Ready-made? Sometimes limited.
11. Automation & Trading Bots
Whether you're eyeing institutional traders or retail users, automation is non-negotiable. Integrating the best automated crypto trading platform boosts user retention and trading volume.
12. Choosing the Right Development Partner
Don’t just Google “crypto exchange development company.” Look for experience, a robust tech stack, client reviews, and ongoing support. A great team is half the battle won.
13. Real-World Examples
A startup in Europe launched a ready-made clone to test the waters—within 6 months, they pivoted to custom software after raising capital.
A fintech brand in Asia went custom from day one. Higher costs upfront, but they now lead in the regional digital currency exchange market.
14. Which One Is Right for You?
If you want to move fast and test your business idea, go with a ready-made clone. If you’re planning for long-term domination, custom is the way to go.
15. Conclusion
There’s no one-size-fits-all in the crypto world. Your choice between custom and ready-made cryptocurrency exchange clone software depends on your goals, budget, and vision. So, what kind of exchange do you want to build?
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Last year my wife (AO3) was cruelly taken away from me (spammed by bots in a DDoS attack) for endless days and nights (about 10 hours) before finally returning home battle-scarred (now there’s a CloudFlare setup to protect future attacks of a similar nature)
A HUGE thank you to the volunteers who kept us updated and worked round the clock to get the archive up and running again!! They’re the real heroes
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onliesoftware · 9 days ago
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reactweb · 11 days ago
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Web Development in 2025: The Rise of AI-Driven Innovation
web development is undergoing an earthquake change by advanced in Artificial Intelligence. From automated code generation to individual user experiences, AI is no longer a future concept - it is an essential toolkit for modern developers and businesses seeking competitive benefits. This article explains how AI-powered innovation web development is re-shaping every stage of the life cycle, which brings profit, and the teams of challenges have to navigate to exploit their full potential.
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1. AI-August Design & Prototyping
Intelligent wireframing: AI -run equipment can now explain the brief of the natural language to generate wireframe within minutes. Instead of sketching the layout by hand, the designers describe their vision, and produce a clickable prototype designed for the AI review.
Automatic Style Guide: Machine Learning algorithms analyze existing brand assets- logos, color straps, typography- and automatically construct constant styling guides. This design cuts from phase to days and aligns each page with corporate identity.
Predictive UX Test: AI-operated analytics platforms follow user interactions to identify possible purposeful issues before the development begins. By predicting pain points, teams can continuously adapt to navigation flow and page layout.
2. Code generation and optimization
Natural Language Coding: In 2025, developers regularly use AI assistants to translate plain-English signals into the production-cod snipet. Whether a custom form verification or a complex animation sequence is formed, AI speeds up to 50%coding.
Performance tuning: Machine learning models monitor the performance of the real-world site and recommend adaptation-like image compression levels, cashing strategies, and lazy olds loading thresholds to ensure the page load in less than two seconds.
3. Individual user experience
Dynamic Content Generation: AI algorithms analyze user's behavior, preferences and demographics, which are to generate personal headlines, product recommendations and even the entire page layout on the fly. This level of adaptation greatly increases engagement and conversion rates.
Chatbots and Virtual Assistant: Interactive AI directly handles the constrich customer questions in websites 24/7, handles books appointments, and collects feedback. With emotion analysis, these bots customize tone and language to match each visitor, causing a human experience on a scale.
Adaptive interface: using real-time data, AI UI can adjust the components-such as button size, contrast ratio and content conforming with density-individual requirements, including access requirements. This ensures inclusion without separate growth track.
4. Uninterrupted integration and deployment
Devops automation: AI-powered pipeline orchestrate tests, security scans and deployment in many environment. Continuous integration triggers reduce discrepancies, downtime and manual intervention found during automatic rollbacks or therapeutic scripts.
API Orchitation: As microsarvis architecture, AI platforms manage dependence graphs, automatically update the service closing points and monitor health check -ups. This ensures that the front-end application always optimal back. End connect with resources.
Cloud Resource Adaptation: Machine learning models predict traffic spikes and provisions server -free functions or container institutes. This reduces the cost just the time by maintaining extreme performance in the scalability.
5. Safety and compliance
Intelligent Threat Detection: AI systems analyze millions of logs per second to identify unusual patterns - such as DDOS attacks or credentials stuffing - often prevent violations before impressing users.
Automatic Code Auditing: Safety-focused AI tools scan new committees for weaknesses such as SQL injection or cross-site scripting (XSS). They destroy issues in bridge requests and even suggest remade codes, which spend time security teams on manual reviews.
Regulatory Compliance Monitoring: For industries under GDPR, HIPAA, or other rules, AI monitors data flow and configuration, automatically generates audit reports and alerts teams to non -use changes.
6. Challenges and ideas
While AI provides transformational benefits, it requires careful planning to adopt it effectively:
Data privacy: comprehensive user data collection fuel privatization engine. Organizations should apply strict data governance policies, anonymity protocols and clear opts in mechanisms.
Prejudice mitigation: Trained AI model materials on diagonally dataset can eliminate bias in recommendations or code tips. Regular bias audit and diverse training data are essential safety measures.
Skill Development: Teams must be excusable to work with AI tools - how to validate early engineering, model boundaries, and AI output.
Ethical Uses: Transparent AI use produces the user trust. Websites should disclose AI - Povered features (eg, chatbots, personalization) and provide an option of human fall.
7. Looking forward
As we move towards the end of 2025, AI's role in web development will only increase. Future innovations can be involved:
Generative 3D web experience: Beyond the flat page, AI can automate the creation of an immersive 3D interface that immediately load in browsers.
Emotion Inters Conscious Interface: Detection of real Ootion through webcam can cause material tone and visual to fit the user's mood.
Self -Heling website: Advanced AI agents can autonomally break up link, patch safety holes, and update the leveled libraries without human intervention.
conclusion
AI-run innovation is redefining web development in 2025. From automatic to automatic tasks to craft the hyper onsoursalized user trips, the artificial intelligence empowers the teams to rapidly, intelligent, intelligent and distribute more secure websites. By embracing AI responsibly - promoting privacy, morality and continuous learning - the development team can unlock new levels of creativity and efficiency, puts their businesses at the forefront of digital frontier.
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Pay for What You Use: The Case for Auto-Scaling VPS Hosting
🖥️ Auto-Scaling VPS: Is It Right for Your Business Model?
In the digital era, performance, uptime, and flexibility are crucial. Whether you run an eCommerce platform, a SaaS application, or a high-traffic blog, your hosting solution must grow with your business. That’s where Auto-Scaling VPS (Virtual Private Server) comes in.
But what exactly is auto-scaling VPS, and how do you know if it’s the right fit for your business model? Let’s break it down.
🔄 What Is Auto-Scaling VPS?
Auto-scaling VPS is a hosting environment that automatically adjusts system resources (CPU, RAM, etc.) in real-time, based on the workload. When traffic spikes, resources scale up. When traffic drops, they scale down — without manual intervention or downtime.
Unlike traditional VPS that requires manual upgrades, auto-scaling VPS offers flexibility, efficiency, and cost savings.
✅ Key Benefits of Auto-Scaling VPS Hosting
Performance Optimization
Your site or app always has the resources it needs — even during unexpected traffic surges.
Cost Efficiency
Pay only for what you use. No need to pre-purchase high-resource plans "just in case."
Zero Downtime Scaling
Resource changes happen behind the scenes, keeping your services live and uninterrupted.
Better User Experience
No slowdowns during peak usage. Keep bounce rates low and user satisfaction high.
Stress-Free Growth
As your business scales, your hosting keeps up automatically — no need for migrations or reconfigurations.
🛒 Who Needs Auto-Scaling VPS?
Auto-scaling isn’t necessary for everyone — but it’s a game-changer for:
eCommerce stores with seasonal or campaign-driven spikes.
Startups expecting rapid growth and unpredictable traffic.
Media & content websites with viral potential.
Forex traders running bots that need consistent uptime during volatile trading hours.
Developers deploying SaaS products with variable demand.
Agencies hosting client websites under one infrastructure.
🔎 VCCLHOSTING & Auto-Scaling VPS
At VCCLHOSTING, our VPS platform is built for performance, security, and flexibility. While traditional VPS plans suit consistent workloads, we also offer scalable VPS options tailored to growing businesses.
What we offer:
High-availability infrastructure
Quick scaling with no reboot needed
SSD storage, DDoS protection, and enterprise-grade reliability
24/7 human-powered support
🧠 Final Thought: Is It Right for You?
Ask yourself:
Do your traffic patterns fluctuate significantly?
Is your site mission-critical and can’t afford downtime?
Do you want to optimize hosting costs without compromising performance?
If your answer is “yes” — auto-scaling VPS may be the upgrade you’ve been waiting for.
✨ Ready to Scale Smarter?
With VCCLHOSTING, you can future-proof your hosting stack. Whether you need performance for a few hours or for the long haul — we scale with you.
👉 Explore VPS Plans Now
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sarahdlazo · 26 days ago
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🚨 NEW EPISODE: Under Attack (Literally) 💻⚠️ You ever type in a website like say CashFlowMike.com… 🚨 NEW EPISODE: Under Attack (Literally) 💻⚠️ You ever type in a website like say CashFlowMike.com and instead of loading like normal, you get a weird white screen that says: “Verifying you are human…” Then it just sits there for a few seconds? That’s Cloudflare’s “Under Attack” mode. And this week, Mike was the one under attack. Thousands of bots tried to hammer his website with fake traffic in seconds. A full-on DDoS attack designed to crash the system. This episode is raw, unfiltered, and exactly what you’d expect from The Mike & Blaine Show • What to do when your website gets slammed • Why business owners need to know about this • And how real-world chaos always finds its way into the conversation 🎧 Tune in now: @mikeandblaine 🟡 Watch all episodes: https://www.youtube.com/@mikeandblaine Please visit my website for more information and join the Clear Path to Cash Program: https://ift.tt/f7sG8aO 🔔𝐃𝐨𝐧'𝐭 𝐟𝐨𝐫𝐠𝐞𝐭 𝐭𝐨 𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐛𝐞 𝐭𝐨 𝐦𝐲 𝐜𝐡𝐚𝐧𝐧𝐞𝐥 𝐟𝐨𝐫 𝐦𝐨𝐫𝐞 𝐮𝐩𝐝𝐚𝐭𝐞𝐬. https://www.youtube.com/@CashFlowMikeMilan/?sub_confirmation=1 ✅ Important Link to Follow 🎧 Listen To My Podcasts Here! https://ift.tt/kGNCoeL 🔗 Stay Connected With Me. Facebook: https://ift.tt/4BQW1kr Facebook Group: https://ift.tt/gucWmI8 Instagram: https://ift.tt/zRSgveZ Twitter (X): https://ift.tt/81sgYQ7 LinkedIn: https://ift.tt/GFSisB3 Website: https://ift.tt/f7sG8aO ============================= 🎬Suggested videos for you: ▶️ https://www.youtube.com/watch?v=vl5ufYNcMfw ▶️ https://www.youtube.com/watch?v=_xEKQLv3Wro ▶️ https://www.youtube.com/watch?v=JE7bluT1QQg ▶️ https://www.youtube.com/watch?v=5gkiOBaAqvU ▶️ https://www.youtube.com/watch?v=hYw04efn_eI ▶️ https://www.youtube.com/watch?v=LZetepoe8BE ▶️ https://www.youtube.com/watch?v=D4jjpuiPdbE ▶️ https://www.youtube.com/watch?v=IK2v-guhZrw ▶️ https://www.youtube.com/watch?v=CsL333jgJ5E ▶️ https://www.youtube.com/watch?v=vlijux-Ho6g ▶️ https://www.youtube.com/watch?v=ar-Hz3KP7iw ▶️ https://www.youtube.com/watch?v=CwLd3YcW0qI ▶️ https://www.youtube.com/watch?v=vBBTbMTUrV8 ▶️ https://www.youtube.com/watch?v=WtHXrAKNixA ▶️ https://www.youtube.com/watch?v=73_3WKn-Ivw ================================= ✅ About Cash Flow Mike. Welcome to Cash Flow Mike! I’m Mike Milan, aka Cash Flow Mike, a top-rated financial instructor helping thousands of professionals sharpen their skills and deliver lasting value. I believe accountants, bookkeepers, and business advisors can transform businesses when they know how to turn numbers into actionable insights. Clients don’t just need reports, they need clarity, growth strategies, and real cash flow solutions. Here, you’ll learn the Clear Path to Cash framework to cut through financial confusion, uncover hidden cash, and guide smarter decisions. Communicate numbers with impact and become the trusted advisor your clients truly need. Join me and elevate your advisory game. 🔔 Hit subscribe and stay tuned for powerful cash flow strategies, advisory services, startup tips, and real-world financial education! https://www.youtube.com/@CashFlowMikeMilan/?sub_confirmation=1 ================================= 🔎 Related Phrases: #MikeAndBlaine #CashFlowMike #DDoSAttack #Cloudflare #RealTalkForBusinessOwners #ClearPathToCash #UnderAttackMode #BotsBeGone https://www.youtube.com/shorts/C_tx_TDqlw0 via Cash Flow Mike https://www.youtube.com/channel/UCr_RxZsQpP1parnO9vvQKNQ July 12, 2025 at 04:00AM https://ift.tt/Mzj8AUd via Cash Flow Mike https://ift.tt/hOYEFam July 12, 2025 at 05:37AM
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thomascjones · 26 days ago
Text
🚨 NEW EPISODE: Under Attack (Literally) 💻⚠️ You ever type in a website like say CashFlowMike.com… 🚨 NEW EPISODE: Under Attack (Literally) 💻⚠️ You ever type in a website like say CashFlowMike.com and instead of loading like normal, you get a weird white screen that says: “Verifying you are human…” Then it just sits there for a few seconds? That’s Cloudflare’s “Under Attack” mode. And this week, Mike was the one under attack. Thousands of bots tried to hammer his website with fake traffic in seconds. A full-on DDoS attack designed to crash the system. This episode is raw, unfiltered, and exactly what you’d expect from The Mike & Blaine Show • What to do when your website gets slammed • Why business owners need to know about this • And how real-world chaos always finds its way into the conversation 🎧 Tune in now: @mikeandblaine 🟡 Watch all episodes: https://www.youtube.com/@mikeandblaine Please visit my website for more information and join the Clear Path to Cash Program: https://ift.tt/f7sG8aO 🔔𝐃𝐨𝐧'𝐭 𝐟𝐨𝐫𝐠𝐞𝐭 𝐭𝐨 𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐛𝐞 𝐭𝐨 𝐦𝐲 𝐜𝐡𝐚𝐧𝐧𝐞𝐥 𝐟𝐨𝐫 𝐦𝐨𝐫𝐞 𝐮𝐩𝐝𝐚𝐭𝐞𝐬. https://www.youtube.com/@CashFlowMikeMilan/?sub_confirmation=1 ✅ Important Link to Follow 🎧 Listen To My Podcasts Here! https://ift.tt/kGNCoeL 🔗 Stay Connected With Me. Facebook: https://ift.tt/4BQW1kr Facebook Group: https://ift.tt/gucWmI8 Instagram: https://ift.tt/zRSgveZ Twitter (X): https://ift.tt/81sgYQ7 LinkedIn: https://ift.tt/GFSisB3 Website: https://ift.tt/f7sG8aO ============================= 🎬Suggested videos for you: ▶️ https://www.youtube.com/watch?v=vl5ufYNcMfw ▶️ https://www.youtube.com/watch?v=_xEKQLv3Wro ▶️ https://www.youtube.com/watch?v=JE7bluT1QQg ▶️ https://www.youtube.com/watch?v=5gkiOBaAqvU ▶️ https://www.youtube.com/watch?v=hYw04efn_eI ▶️ https://www.youtube.com/watch?v=LZetepoe8BE ▶️ https://www.youtube.com/watch?v=D4jjpuiPdbE ▶️ https://www.youtube.com/watch?v=IK2v-guhZrw ▶️ https://www.youtube.com/watch?v=CsL333jgJ5E ▶️ https://www.youtube.com/watch?v=vlijux-Ho6g ▶️ https://www.youtube.com/watch?v=ar-Hz3KP7iw ▶️ https://www.youtube.com/watch?v=CwLd3YcW0qI ▶️ https://www.youtube.com/watch?v=vBBTbMTUrV8 ▶️ https://www.youtube.com/watch?v=WtHXrAKNixA ▶️ https://www.youtube.com/watch?v=73_3WKn-Ivw ================================= ✅ About Cash Flow Mike. Welcome to Cash Flow Mike! I’m Mike Milan, aka Cash Flow Mike, a top-rated financial instructor helping thousands of professionals sharpen their skills and deliver lasting value. I believe accountants, bookkeepers, and business advisors can transform businesses when they know how to turn numbers into actionable insights. Clients don’t just need reports, they need clarity, growth strategies, and real cash flow solutions. Here, you’ll learn the Clear Path to Cash framework to cut through financial confusion, uncover hidden cash, and guide smarter decisions. Communicate numbers with impact and become the trusted advisor your clients truly need. Join me and elevate your advisory game. 🔔 Hit subscribe and stay tuned for powerful cash flow strategies, advisory services, startup tips, and real-world financial education! https://www.youtube.com/@CashFlowMikeMilan/?sub_confirmation=1 ================================= 🔎 Related Phrases: #MikeAndBlaine #CashFlowMike #DDoSAttack #Cloudflare #RealTalkForBusinessOwners #ClearPathToCash #UnderAttackMode #BotsBeGone https://www.youtube.com/shorts/C_tx_TDqlw0 via Cash Flow Mike https://www.youtube.com/channel/UCr_RxZsQpP1parnO9vvQKNQ July 12, 2025 at 04:00AM https://ift.tt/d2k4ULC via Cash Flow Mike https://ift.tt/7tvl86k July 12, 2025 at 05:37AM
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