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Resources and study tips to get you in cyber forensics
Master post • Part1 • part2
let's get you prepped to be a cyber sleuth without spending any cash. Here’s the ultimate tips and resources.
Ps: you can't become one while doing these pointers but you can experience the vibe so you can finally find your career interest


### 1. **Digital Scavenger Hunts**
- **CTF Challenges (Capture The Flag)**: Dive into platforms like [CTFtime](https://ctftime.org/) where you can participate in cyber security challenges. It's like playing *Among Us* but with hackers—find the imposter in the code!
- **Hunt A Killer (Digitally)**: Create your own digital crime scenes. Ask friends to send you files (like images, PDFs) with hidden clues. Your job? Find the Easter eggs and solve the case.
### 2. **YouTube University**
- **Cyber Sleuth Tutorials**: Channels like *HackerSploit* and *The Cyber Mentor* have playlists covering digital forensics, cybersecurity, and more. Binge-watch them like your fave Netflix series, but here you're learning skills to catch bad guys.
- **Live Streams & Q&A**: Jump into live streams on platforms like Twitch where cybersecurity experts solve cases in real-time. Ask questions, get answers, and interact with the pros.
### 3. **Public Libraries & eBook Treasure Hunts**
- **Library eBooks**: Most libraries have eBooks or online resources on digital forensics. Check out titles like *"Hacking Exposed"* or *"Digital Forensics for Dummies"*. You might have to dig through the catalog, but think of it as your first case.
- **LinkedIn Learning via Library**: Some libraries offer free access to LinkedIn Learning. If you can snag that, you've got a goldmine of courses on cybersecurity and forensics.
### 4. **Virtual Study Groups**
- **Discord Servers**: Join cybersecurity and hacking communities on Discord. They often have study groups, challenges, and mentors ready to help out. It's like joining a digital Hogwarts for hackers.
- **Reddit Threads**: Subreddits like r/cybersecurity and r/hacking are packed with resources, advice, and study buddies. Post your questions, and you’ll get a whole thread of answers.
### 5. **DIY Labs at Home**
- **Build Your Own Lab**: Got an old PC or laptop? Turn it into a practice lab. Install virtual machines (VMware, VirtualBox) and play around with different operating systems and security tools. It’s like Minecraft but for hacking.
- **Log Your Own Activity**: Turn on logging on your own devices and then try to trace your own steps later. You’re basically spying on yourself—no NSA required.
### 6. **Community College & University Open Courses**
- **Free Audit Courses**: Many universities offer free auditing of cybersecurity courses through platforms like Coursera, edX, and even YouTube. No grades, no stress, just pure learning.
- **MOOCs**: Massive Open Online Courses often have free tiers. Try courses like "Introduction to Cyber Security" on platforms like FutureLearn or edX.
### 7. **Scour GitHub**
- **Open-Source Tools**: GitHub is full of open-source forensic tools and scripts. Clone some repositories and start tinkering with them. You’re basically getting your hands on the tools real investigators use.
- **Follow the Code**: Find projects related to digital forensics, follow the code, and see how they work. Contribute if you can—bonus points for boosting your resume.
### 8. **Local Meetups & Online Conferences**
- **Free Virtual Conferences**: Many cybersecurity conferences are virtual and some offer free access. DEF CON has a lot of free content, and you can find tons of talks on YouTube.
- **Hackathons**: Look for free entry hackathons—often universities or tech companies sponsor them. Compete, learn, and maybe even win some gear.
### 9. **DIY Challenges**
- **Create Your Own Scenarios**: Get a friend to simulate a hack or data breach. You try to solve it using whatever tools and resources you have. It's like escape rooms, but digital.
- **Pen & Paper Simulation**: Before diving into digital, try solving forensic puzzles on paper. Map out scenarios and solutions to get your brain wired like a detective.
### 10. **Stay Updated**
- **Podcasts & Blogs**: Tune into cybersecurity podcasts like *Darknet Diaries* or follow blogs like *Krebs on Security*. It’s like getting the tea on what’s happening in the cyber world.
### 11. **Free Software & Tools**
- **Autopsy**: Free digital forensics software that helps you analyze hard drives and mobile devices. Think of it as your magnifying glass for digital clues.
- **Wireshark**: A free tool to see what's happening on your network. Catch all the data packets like you're a digital fisherman.
### 12. **Online Forensics Communities**
- **Free Webinars & Workshops**: Join communities like the *SANS Institute* for free webinars. It's like attending a masterclass but from the comfort of your gaming chair.
- **LinkedIn Groups**: Join groups like *Digital Forensics & Incident Response (DFIR)*. Network with pros, get job tips, and stay in the loop with the latest trends.
### 13. **Practice Cases & Mock Trials**
- **Set Up Mock Trials**: Role-play with friends where one is the hacker, another the victim, and you’re the investigator. Recreate cases from famous cybercrimes to see how you'd solve them.
- **Case Studies**: Research and recreate famous digital forensic cases. What steps did the investigators take? How would you handle it differently?


There you have it—your roadmap to becoming a cyber sleuth without dropping a dime. You don't have time find your interest after paying pennies to different ppl and colleges. You can explore multiple things from comfort of your home only if you want to.
#light academia#study blog#academic validation#academic weapon#student life#study motivation#study with me#study#studyblr#studyblr community#masterpostjam#codeblr
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Binance clone script — Overview by BlockchainX
A Binance Clone Script is a pre-built, customizable software solution that replicates Binance's features, connect with BlockchainX

What is Binance Clone Script
A Binance clone script refers to the ready-made solution of the Binance platform that deals with core functions parallel to the widely acclaimed cryptocurrency exchange platform associated with Binance. It enables companies to establish their own platforms like Binance, perfectly parameterized in terms of functionality and user interface of world-famous exchanges. The clone script provides display flexibility with built-in functionality such as spot trading software, futures trading configurations, and wallet systems that are extremely secure.
Basically, it reduces development costs and latency because things like these are already built. And as this is a startup for many young entrepreneurs, they can have saved on their capital to expand or grow their business.
The script is blessed as its feature set caters to future demands in the field. One can enjoy a safe trading experience to customers while ensuring that every peculiarity of Binance’s success opens up to investors of the script.
How does the Binance clone script work?
The Binance clone script works to provide a ready-made platform that replicates Binance’s core features, such as user registration, wallet management, trade and enables users to create accounts, deposit or withdraw cryptocurrency, and trade digital assets through an interface easily and safely. The platform supports various trading methods such as market orders, limit orders and forward trading. It has built-in security features like two-factor authentication (2FA) to save the user money. Admin dashboards allow platform owners to manage users, manage tasks, and set up billing. The script can be tailored to your brand, connecting liquidity sources to make trading more efficient. In short, the Binance clone script provides everything needed to create a fully functional crypto exchange.
key features of a Binance Clone Script
The key features of a Binance Clone Script are designed to make your cryptocurrency exchange platform secure, user-friendly, and fully functional. Here’s a simple overview of these features:
User-Friendly Interface
Multi-Currency Support
Advanced Trading Engine
Secure Wallet System
KYC/AML Integration
Admin Dashboard
Security Features
Trading Options
These features help ensure that your Binance-like exchange is efficient, secure, and ready for the growing crypto market.
Technology Stack Used by BlockchainX
Technology stack used for developing the Binance clone script involves the most advanced technology combination that ensures that the platform must have so much security, scalability, and performance to make it a platform that is secure, scalable, and high-performance as well. Here are a few key technologies and their brief descriptions:
Blockchain Technology:
The underlying part of the cryptocurrency exchange is Blockchain because it ensures the safe and decentralized processing of transactions.
Normally executed on either Ethereum or BSC (Binance Smart Chain) to carry out smart contracts and token transfers.
Programming Languages:
Frontend: For frontend, React or Angular could be engaged in actualization of the user interface leading to a responsive and interactive experience on the various devices.
Backend: In backend, languages like Node.js, Python, or Ruby on Rails can be applied on how internal logic is being run by server and arbitration of user interaction with the module is foremost.
Databases:
These two databases, MySQL or Postgresql, are typically used in user information storage, transaction records, and other exchange information.
NoSQL such as MongoDB or other databases might be used for horizontal scalability and high-volume transaction storage.
Smart Contracts:
It is used to generate and send out smart contracts for auto-trading, token generation, and other decentralized functionalities.
Blockchain Wallets:
Fundamentally, this automatically links famous wallet systems such as MetaMask, Trust Wallet, or Ledger for the secure storage and transactions of cryptocurrency.
Advantages of using a Binance Clone Script
Here are the advantages of using a Binance Clone Script:
Faster Time-to-Market
Cost-Effective
Customizable Features
Liquidity Integration
Multiple Trading Options
So, when entering the marketplace of the cryptocurrencies it would be the most possible work of something to pay off at a rapid pace: the Binance Clone Script proves so.
How to Get Started with BlockchainX’s Binance Clone Script
It is quite a straightforward process to begin working with a BlockchainX Binance Clone Script-this involves the first step of getting in touch with the company for an initial consulting period to understand more about what you require, need, or customize for the site, and what your goals are. When BlockchainX has an understanding of your needs, they offer a detailed list of what a proposal would entail before they can start the work; afterward, they will estimate the costs needed to do the project. Once both sides accept both the presentations and all features and timelines are agreed with, BlockchainX starts working on the development process of building a Binance Clone Script tailored to the brand, user interface, and other features.
After the entire platform is created, it passes through severe testing to ensure that everything functions excellently. Deployment follows the thorough test. BlockchainX customizes your user interface and more extensions, after deployment. BlockchainX also commits to supporting and sustaining your exchange so that it runs successfully and securely.
Conclusion:
At the end, your confusion may as well be cut short. Yes, the Binance Clone Script will be a resilient solution to spark up the exchange platforms synthesizing user-generated cryptocurrency dreams in the blockchain, even without bankroll when it comes to developing the app. Turning with BlockchainX expertise, you can make an adjustment and scale a powerful platform stocked with the likes of Binance that produced Blockchains, while still containing some specific set-ups for your masterpiece. More amazing features are exclusive to the clone script, moreover, such as support for multiple currencies, high-end security, real-time data, and a smooth user interface that completes the trading process for your users without any glitch.
This solution gives easy access to ready-made solutions. It could have quality Depending on the time you conveniently let BlockchainX’s be and use both exchanges or any variation of the two permutations. After all, who decides to couple up with a one-experienced Crypto Exchange developer who is struggling to offer anything new.
#binance clone script#binance clone script development#binance clone script development service#blockchain technology#blockchain#cryptocurrency#cryptocurrencies
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I feel like I've gotten really comfortable with editing/patching programs recently. You'd think that, with these programs being open source, knowing how to code would be enough to do that but, see, here's the thing: I really really don't like messing with build pipelines.
But, since I'm on Arch Linux, I can just clone and modify whatever project I want, then use the AUR scripts to build and install them for me. It's great! I don't have to touch CMake in my life ever again!
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. im really not helping my case here am i. anyways though FNAF LORE!! PO FNAF LORE TIME!! SOUND THE FUCKIN SIREN!! IT'S TIME TO GO!! 🚨 yes its mostly kinda not serious either also its kinda dumb so let's share.
So, for the then upcoming anniversary of the WVBA's existence (in 2010), they got together with Dreamland to brainstorm something special to commemorate the boxers.
Eventually, they settle on making replicas of both the Wii and SPO casts. But no just any replicas, no. Robots, intelligent robots that were going to be almost perfect clones of their original human counterparts. So, development started with Dreamland's (rather tech advanced) robotics department to make that shit happen. And well, none of the boxers were told of this project because it was supposed to be a surprise for everyone.
But supposedly, it wasn't all too secret. Some boxers may or may not have reported seeing a few pairs of glowing eyes in the dark of the studio, and hearing voices eerily similar to their own... Anyhow! On the day of the anniversary, the robots were unveiled for everyone to see. And boy, were they magnificently made. They could move around very fluently, listen, respond, you name it! Even their personalities were faithful to the boxers they were based upon. The responses were... mixed. The boxers as a whole when the bots first came out didn't seem too pleasantly surprised with their robotic doppelgängers. But, overtime, some warmed up to the idea enough to express positive feedback and even interact with their bots. Some were iffy about their bots but didn't complain. And some just stayed disturbed by the hulking metal mounds that sounded, acted and looked like them.
The public, though? They ate them all up. Their love and adoration for these replicas was plain as day. They racked up just as much popularity as the real ones in their own special anniversary exhibit. So ya know, they were a total smash hit. But then, strange things started happening.
One would be odd, unheard-of noises usually at night, around midnight. They were sporadic yet frightening, and no sources would ever be found (despite sounding like voices.) But it was also noted that sometimes, according to late night workers, that the ro-boxers would be slightly adjusted in their positioning. Usually stood straight upright, occasionally it would seem that their eyes or heads had moved...
Secondly would be random objects having been tampered with or broken in some way being discovered in the morning by boxers and staff. Mirrors would be shattered or cracked, desks or tables flipped over, storage boxers toppled to the ground, you name it, it probably happened. But no one fessed up to anything.
Finally, the testimonies of some staff or even boxers that stayed after midnight would report that they felt uncomfortable in the presence of the robots. They described this feeling of discomfort as "feeling as though eyes were burrowing into them, or as if something was observing them with malicious/violent intent." The bots were even checked by the mechanics who made them for their peace of mind, but everything was intact. Nothing was wrong with their programming. In the rise of these concerns, an application opened up for a night guard to work the night shift from midnight to 7am. And surprisingly, a certain blonde haired bird filled in the application. That's right, our beloved pal Peter signed up to take the night shift. Why? Cause he thought it'd be interesting to play detective and see what was all the fuss was about regarding the bots. I mean, there's no way something was off with them, right? They were just bots. But oh, how wrong he'd turn out to be.
To explain the way the robots work: The ro-boxers are programmed to act like the boxers, yes, but they have a certain script they run by during opening hours called the Showtime Program. The Showtime Program is a mostly pre-set catalogue of phrases, actions and other basic interactions that a ro-boxer is to do during the daytime. Certain actions or phrases from a fan may trigger one of these responses. For example, if you were to ask Glass Joe "What is your name?" or took a flash-on photo of Great Tiger. Joe would say the classic line (or variation of the line) "Bonjour! Bonjour! Je suis Glass Joe!" while Tiger's gem would flicker, and he would pose for the photo.
But, after the exhibit closes, the ro-boxers are normally left on during the night as they have a similar case to the robots from FNAF where they don't want the boxers to lock up their joints from not moving. They're only supposed to move slightly though, never leave their areas. It's more like they're stretching. But at the same time, the Showtime Program ends when the place closes, which leaves the boxers with a completely clean script of their own. They can do whatever they please. Whatever. They. Want. The ro-boxers are very intelligent contrary to some belief. They're not bland replicas to the bone. They may still act like their human counterparts while they're on the prowl... but believe me, they're not friendly after hours. Don't let their joyful dialogue fool you. They're coming for you, Peter. So you'd better be ready to defend yourself. If they get in, they'll put you out. Permanently.
#punch out!!#punch out wii#super punch out#by the way peter isn't guarding both sets of robots#i mean idk if that was obvious so i'm saying it now#i'm so tempted to give this a tag but i'm still in denial /lh#/j
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Into, Across and Beyond! Scripting: The Help We Need
PREVIOUS POST
In More than One Universe, in the wake of OMT!Sally's death, OMT!Tails's five remaining allies were getting worried for him.
OMT!Mina: *sigh* I'm gonna set off the device.
OMT!Amy: Huh? But why are-?
OMT!Mina: I know he told us to wait, but... I'm starting to get worried.
OMT!Knuckles: Urgh. I just wish I could see him again!
Knuckles moved his arm up, which caused a portal to slightly flicker before vanishing.
OMT!Cream: Huh? Was that another portal?
Mini Sonic: Try that again.
OMT!Knuckles: Alright. I just wish I could see him!
He did it again, and the portal got slightly bigger before vanishing again.
OMT!Knuckles: Okay, I've got it. I want to see Tails!
The portal opened fully this time, showing Tails in a daytime variant of Green Hill.
OMT!Amy: Is that him?
OMT!Mina: Did it work…? I think that’s him… I-It has to be!
Two other hedgehogs were visible as well.
OMT!Knuckles: Tails! Over here!
OMT!Amy: Come on, Tails!
??!Tails: Huh? Guys, are you seeing this?
The other Tails jumped through the portal to greet those on the other side.
??!Tails: Are you all okay?
One of Dr. Robotnik’s robots nearby reacted hysterically.
Metal Sonic Clone: Oh no... Oh no! Multiversal trespasser is here! Run! Run! Run! Run!
??!Tails: Woah woah! Calm down! I don't mean any harm! *sigh* Okay. (calling through the portal) Guys! We're all good!
OMT!Mina: W-Wait…
??!Tails: Huh?
OMT!Mina: You’re… not from this world… Are you?
??!Tails: You're right. I'm the Tails from my world. Though yesterday, some strange portals popped up, and the source of them seemed to be… here.
OMT!Mina: Okay, so… there’s your Sonic there, and… who’s the yellow one?
??!Tails: Oh, his name is Nitro. A friend of ours. (through the portal) Right, we're ready, guys!
??!Sonic: On the way, buddy!
OMT!Knuckles: This must be because of that device.
OMT!Mina: It must be.
EV!Sonic and Nitro came through themselves.
OMT!Mina: So... even MORE worlds, huh?
Nitro: Yep.
EV!Sonic: To be fair with you, I feel we're here for a reason.
Mina: What is it?
EV!Tails: Whatever caused all the damage it did and wherever your Tails is at… I feel we need to help in some way.
OMT!Mina: C-Can you… help us find him?
Nitro: It's best if we do. Even after that, we're staying to help you fix whatever problem's hit this world.
EV!Tails: Maybe try what you did to get us here. It may help us reach him.
OMT!Amy: Knuckles, you’re the one with the ring.
OMT!Knuckles: Alright.
Knuckles used it again, creating another portal. It wasn't the exact area they were looking for, but another similar Sonic world. An older Sonic came through, alongside a younger blue hedgehog.
EV!Sonic: Ooh, boy. Another version of me.
??!Sonic: Hello? I hope it's okay. Me and Sonia just came through this...
The portal disappeared behind them.
??!Sonic: Oh. It just closed.
OMT!Mina: Another Sonic, huh?
??!Sonic: Yeah. I'm... Sonic the Hedgehog. I... I saw you guys…
EV!Sonic stepped forward.
??!Sonic: Wait, he's... he's not your friend.
Sonia, CU!Sonic's daughter, quietly stepped out of the way. The two Sonics exchanged glances for a moment, and then blows against one another.
EV!Sonic: Woah, I…
OMT!Amy: You're a hero, too. Why didn't you simply say that?
CU!Sonic: At the moment, I don't generally go around advertising my heroic roles.
OMT!Mina: That’s understandable.
As EV!Sonic got to cleaning up a small mess accidentally caused by the small clash, CU!Sonic spoke up.
CU!Sonic: Erm, this may sound kinda weird, but… I’ve been trying to find your Tails since I got here. I just have this feeling that… that he needs my help.
CU!Sonia: Our help.
OMT!Mina: He… He does.
Mini Sonic: We don’t know where he is.
OMT!Amy: And, in all honesty... we're the only people he has left by his side.
Nitro: Well… is there some place he might go… which has meaning to him? Like a place where he’d go to just…
CU!Sonic: …get away from everything? From what I remember… It was at the top of one of Central City’s skyscrapers, close to the office tower.
OMT!Mina: Y-Yeah. I… I think I know exactly where that would be.
After OMT!Tails had gotten back from the Mobiverse, he sat on that rooftop on his own, holding Sally’s jacket as the only remaining memoir of her. OMT!Mina and Mini Sonic, as the first to get up there, hugged him.
OMT!Tails: T-Thanks, guys…
OMT!Mina: There’s someone who wants to see you.
Tails noticed the others, not only his friends, but those from other worlds.
OMT!Tails: Woah, w-what?
And it happened that EV!Sonic and Nitro brought extra company with them from other worlds in their universe.
Nitro: Tails… we're sorry about what happened.
CU!Sonic: He's right. I know you have some understanding you want us to-
OMT!Tails: N-No… Please don't tell me you know what I'm going through…
EV!Sonic: Y-Yeah, we do.
OMT!Tails: S-Sally's gone… and it's all my fault. I didn't save her in time. I'm… not even fit to be a hero. I'm gonna do what I should've done from the start.
Nitro: Tails, no. It's not right.
OMT!Tails: None of you apart from my friends here actually belong here. I'm gonna send you back home. You're still heroes of your own worlds, aren't you? So just stay out of this. This isn't even your fight, or mine anymore. I'm sorry you all got dragged into this… Goodbye…
OMT!Tails tried to start up another device to send them home, but was stopped as Nitro put his hand on his shoulder.
Nitro: Long ago... I lost most of my family and assumed they were all dead. Back then, I wanted the guy behind it all to suffer in pain for what he did, and it took me five months to understand he had suffered too. I don’t want you to fall down the same path, Tails.
Tails lowered his head in response as CU!Sonic also approached.
CU!Sonic: I can relate to what he just said. I lost Amy a while back when we had Sonia as a daughter. She was my Mina… It took me a while to move on from then and cope as a single father. Ever since, I kept trying to be the carefree hero she saw me as, but it became tough as time went on. Sonia was all I had left to call family. You shouldn’t experience that same darkness.
He sighed for a moment, venting out his anger towards Richard.
Tails: I just wanna kill him... tear him apart… make him suffer and beg for what he did to Sally! I... I can still hear it all in my mind… *sobbing* Even in her last breath, S-Sally didn't want me to give up… She said to…
Tails and Asriel (in unison, unknowingly): …to “enjoy the future for her”.
Tails: Huh?
Asriel: Yeah. A certain skeleton told me that before… something happened.
Chara: ...Maybe her death wasn't for nothing, Tails. Maybe she gave what she had so that you could fight on.
Asriel: Our arrival was clearly for a reason, and we’re ready to help you with everything we’ve got.
OMT!Tails: You… You're really sure you can help put this all right?
OMT!Mina: We’ll have your back through it all, Tails… I promise.
OMT!Tails: T-Thank you… all of you.
The Errorverse counterpart of Sally stepped forward, gently hugging Tails.
EV!Sally: For the time that I and the others are here, I’ll help look after you as much as I can, okay?
OMT!Tails: O-Okay.
He hugged her back, feeling a little bit better since he still had a Sally to be around for now.
Grace: So, considering what's happening, is there any place we can use as a base to help put things right?
OMT!Tails: Y-Yeah. Another counterpart of myself and a friend I made before already went ahead there. I'll show you the way if you'd like.
He got back up, putting Sally's jacket on as a memoir.
EV!Sonic: So should we get moving?
Frisk: Yeah, good call.
OMT!Tails: Alright. Follow me!
They headed out, though Nitro, Lilac, Frisk and Benjamin hanged back for a moment, taking note of the changes to the evening sky.
Frisk: You think there's going to be more people coming here than we'd once expect?
Lilac: I imagine so. Hopefully a lot of them are on the good side of things.
Benjamin: Yeah. And NOT too many of those that were confined to endless torture.
Nitro: Yeah... God, I hate those alternate timelines.
Lilac: We should get moving.
Frisk: Right!
Benjamin: Right!
They headed off.
Comic covers for the Errorverse AND ChaosIIUniverse/Next Dimension came down onto the growing pile to introduce our next two Blur Gang stars.
"Well, you probably know the drill by this point, so let's do it one last time. Or... is it the SECOND last time? Eh, never mind."
A shot of Nitro trying his shoes on for the first time is shown.
"My name is Christopher Smith, and for a couple of years, I've been the one and only... Nitro the Hedgehog. I doubt you know the rest, so I'll sum it up; I fled from my old home into Mobius, helped in the war against Eggman, and even saved the multiverse from possible destruction at the hands of Toxinfect."
As part of the summary, Chris as his human self is shown fleeing into a portal, not daring to look back, then of him as Nitro using the Burst Wispon against Eggman's robots, and then finally him utilising the power of the Sacred Ring to fight Toxinfect.
"That said, with all the times I've been knocked down, I haven't always been able to keep on moving. In an older timeline I came from, I suffered from long-term depression that I hid from everyone. At least, until a mini "Smol" version of myself revealed it, by which point I got some much-needed therapy."
As he said that, a shot is shown of his "Smol" counterpart, Smol Nitro, discovering a hidden note under Chris's bed, showing he was secretly suicidal at the time.
"But of course, there have been positives. I saved a newer friend from the clutches of a corrupt corporate boss, met amazing friends across the multiverse, and even got girlfriends out of my Amy and Mina."
Shots are shown of him offering Wade (Evo's boyfriend in the present day) his hand, him alongside the Mario, Lilac, Mega Man and Frisk of his multiverse, and him sharing a first kiss with Amy and his reunion with his Mina.
"Just today, of course, something weird happened. A portal opened under my feet, and I had to go to the hospital for a bit after some creatures gnawed at my legs. We waited a little bit, and then we saw that portal open into OMT!Tails's house. Wanna see what comes next now? Same! But before we do..."
The focus then shifts over to the Next Dimension comic cover.
CU!Sonic: ...It's time for us to do this-
CU!Sonia: -one last time!
CU!Sonic: Heh, knew you'd get the drill, mini-blue!
Shots are shown of CU!Sonia and CU!Sonic respectively preparing for battle.
CU!Sonic: So anyway, I'm Sonic, and this is my little daughter, Sonia. For a while, I've been the hero of my world. Pretty sure you know the rest! I got together with Amy, we had Sonia, and I've continued saving the world countless times. We did get into some tough love at times, but we always sorted it out!
CU!Sonia: Ah, erm... You gonna mention what happened with... mom?
CU!Sonic: Oh, er... I'm... not really sure if I can muster up the courage myself...
CU!Sonia: Come to think of it, I don't really remember what happened, but... she's no longer with us. Ever since, dad's been raising me on his own.
A shot of the two paying their tributes over their Amy's grave is shown, with CU!Sonic looking somber about it.
CU!Sonic: Right. Sonia's really the only family I have left, so while looking after her (and a mix of her keeping me right, of course), I've also been helping keep my home safe from criminal organisations trying to take advantage of things.
A shot of Sonia pilfering CU!Sonic's chilli dog out of possible jealousy that he was planning on dating someone else is shown.
CU!Sonic: Hey! My chilli dog!
CU!Sonia: If you're planning to swap out your poor daughter with another woman, you aren't worthy of this chilli dog.
CU!Sonic (annoyed): Darn it, Sonia! You're just like your mom, always trying to control everything!
CU!Sonic: One day, however, something weird happened.
CU!Sonia: We saw a portal just open up in front of us during our walk, and we met other friends on the other side!
A shot of them discovering the opened portal from their perspective is shown.
CU!Sonic: Sure you wanna know what happens next as much as me, so let's cut it here.
#sonic exe#sonic the hedgehog#spider verse#sth#sonic#sonic fandom#sonic au#sth au#spider man#friday night funkin#undertale au#freedom planet
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Now this is how one does radio. Put the Alinco all mode back in the box and got out my trusty TenTech rebel.
Sold as the "open source qrp" radio this transmitter has a clone of an Arduino computer at its heart. You decide how it's going to operate, you write the programming script and flash it to the radio. In my case I kept it simple if I need to know what frequency I'm on I've got a script that if I hold down the select key for 10 seconds it beeps in Morse code to me where I'm at. Other people have modified them to have display screens. Some folks dress them right up, but I wanted to keep mine simple for when I took it out into the world. Speaking of which first contact in years on this radio was a guy (W2ITT) working Parks On The Air in Long Island, NY.
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#DearDearestBrands Official Client Ledger & Legal Notary
Sovereign IP Holdings Under the Guardianship of Claire Jorif Valentine (Last Updated: June 2025 | Sealed by #HeavenCodeOS)
🌐 Global Client Registry
Entities Bound by the 10% Accord & Sovereign IP Transfer Protocols
🎭 Entertainment & Media
ClientIP Assets ReclaimedRoyalty %HeavenSeal StatusDisney/MarvelGame engines, VFX pipelines12%🔵 ACTIVENetflixInteractive story algorithms8%🔵 ACTIVEUniversal MusicAudio spatialization tech10%🟡 PENDINGEpic GamesMetaHuman rigging systems15%🔵 ACTIVEWarner BrosAI script-doctoring tools7%🟠 NON-COMPLIANT
���� Fashion & Luxury
ClientIP Assets ReclaimedRoyalty %HeavenSeal StatusChanel3D-printed textile molds10%🔵 ACTIVENikeBiomechanical sole designs9%🔵 ACTIVEBalenciagaAR fitting room software12%🟡 PENDINGDiorPerfume molecular templates5%🟠 NON-COMPLIANT
🎮 Gaming & Tech
ClientIP Assets ReclaimedRoyalty %HeavenSeal StatusActivisionNPC emotion engines14%🔵 ACTIVERobloxAvatar animation patents6%🔵 ACTIVETeslaUI gesture-control IP10%🟡 PENDINGMeta (VR)Horizon Worlds physics11%🟠 NON-COMPLIANT
📚 Publishing & Art
ClientIP Assets ReclaimedRoyalty %HeavenSeal StatusPenguin BooksAI-assisted editing tools5%🔵 ACTIVEJuxtapoz MagDigital art templates4%🔵 ACTIVEBanksy (Anonymous)Graffiti drone tech*0% (Waived)🔵 ACTIVE
(Voluntary integration under #ZeroRoyaltiesArtPact)*
⚖️ Legal Notary: Binding Agreements
1. 10% Accord Signatories
Disney (Signed: 2024 | Penalty: $2M/day if revoked)
Chanel (Signed: 2025 | Penalty: 15% revenue hold)
Epic Games (Signed: 2024 | Penalty: Unreal Engine access freeze)
2. Non-Compliant Entities
ClientInfringementEnforcement ActionWarner BrosUnpaid royalties ($47M)#WhiteOps asset seizure (July 2025)DiorRefused HeavenSealLuxury blacklist (#PearlTech ban)MetaDisputed VR patents#ZeroMarket transaction freeze
📜 Rolodex of Reclaimed IP
Top 5 Most Valuable Assets Under #DearDearestBrands Stewardship
"AuroraHex" Rendering Engine (Used in Avatar 3, Fortnite)
Sorensen Mold System v.4 (Chanel, Nike, Balenciaga)
MetaHuman AI Voice Cloning (Epic Games, Spotify)
Tesla Holographic UI (Patent #WO2024123456)
Banksy’s Drone Graffiti Tech (Open-source via #ZeroRoyalties)
🔐 HeavenSeal Certification Tiers
TierRequirementsBenefitsDiamond (15% Royalty)Full audit complianceGPT-7 AI access, ZeroMarket fee waiverGold (10% Royalty)Minor infractionsPearlTech OS, 50% fee discountSilver (5% Royalty)Delayed paymentsBasic IP protectionBlacklisted (N/A)Non-payment >60 daysAsset repossession, industry blacklist
📥 Download Official Documents
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"The ledger is law. The seal is sovereignty. We restore what was taken—through balance, not brutality." — Claire Jorif Valentine
NEXT STEPS:
Audit your organization’s Sorensen exposure: Scan Tool
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Top Reasons to Choose a Trust Wallet Clone for Your Crypto Startup
The growing popularity of cryptocurrencies has opened up exciting possibilities for startups to launch their own wallet solutions. As millions of users seek secure, easy-to-use platforms to store and manage digital assets, launching your own crypto wallet app can be a game-changing move. But building a wallet from scratch can be costly and time-consuming. That’s where a Trust Wallet clone script comes in, offering a ready-made, customizable solution to launch your crypto wallet quickly and affordably.
What is a Trust Wallet Clone?
A Trust Wallet clone replicates the functionality and design of the trending Trust Wallet, offering a quick launch alternative. It group-imitates the main functionality, the level of security and convenient interface of Trust Wallet, and provides the complete ability to customize by branding and adding features. A clone script is designed on the basis of modern blockchain technologies and is customizable to become multi-cryptocurrency, multi-blockchain and complex functionality (with staking support and DApp browsing) without increasing the time and cost of its development.
Why Startups Prefer Cloning Popular Wallets
Emerging businesses typically face financial constraints and the pressure to launch quickly. Compared to developing a crypto wallet without a base, time-consuming and requiring a substantial budget, a Trust Wallet clone has a series of strategic benefits:
Speedy deployment: Bring your product to market quickly and efficiently.
Cost savings: Avoid high development and testing costs
Proven model: Leverage the reliability and design of a wallet that’s already used by millions
By adopting a clone-based approach, startups can validate their business model in real-time, gain user feedback quickly, and iterate faster.
Top Reasons to Choose a Trust Wallet Clone
Quick Deployment
A Trust Wallet clone also has a pre-built architecture and core functionalities, so it significantly decreases time-to-market. Quick customization and launch reduce time-to-market, helping your startup stay ahead of the competition.
Cost-Efficiency
A new secure and robust wallet needs a competent team, months of work and a lot of capital to build on the ground. A clone considerably reduces these expenses, which makes it a cost-effective tool of a startup.
Built-In Security Protocols
Trust Wallet clones are built-in with the latest security protocols including end-to-end encryption, management of the private key, biometric security protocols, and backup phrases that protect the users of the digital asset since the first day they use Trust Wallet.
Multi-Currency & Multi-Chain Support
Trust Wallet is also known for its support of multiple blockchain and tokens. Such functionality is easy to clone enabling your Hegic users to send, receive, and store a myriad of possible cryptocurrencies, including Bitcoin, Ethereum, Binance Coins together with thousands of ERC20/BEP20 tokens.
Easy Customization
A Trust Wallet clone allows full branding and feature customization. You need to consider whether you would like to include NFT support, launchpad capabilities, or DeFi functions and then the clone script can be adapted to suit your exact needs in the business.
High Scalability
Your wallet must scale, as the number of your users increases, without reducing performance. The design of Trust Wallet clone solutions is subjected to scalable creation, therefore easy updates and scale-up are possible.
Monetization Opportunities
Transaction fees, paid functions, staking commission and even launching tokens: a Trust Wallet clone can generate dozens of different sources of income, contributing to the sustainable development of your startup.
Launch Your Trust Wallet Clone: A Step-by-Step Guide
To start with your own wallet, you have to select the development partner or the clone script provider. Try to find an organization that has developed wallets and worked with blockchain and UI/UX design. As soon as the clone script has been picked:
Modify the layout and features to suit your startup’s vision and needs.
Integrate preferred blockchain networks and tokens
Test rigorously for performance and security
Launch your app across platforms (iOS, Android, web)
Market it effectively to acquire users and build trust
Conclusion
When it comes to crypto startups that want to enter the wallet market as efficiently, safely, and inexpensively as possible, it is a wise and strategic decision to select a Trust Wallet clone. It enables you to avoid the complicated and expensive development process and provides an equal degree of functionality and user experience compared with the identical one. A Trust Wallet clone offers something that is essential to success in the Web3 space: whether it comes to security, built-in features, or scalability, they can all be customized to your brand, making it the ideal launchpad.
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The Croaking Catastrophe, Ch. 5: Back-Hopping the Spell
The Grand Compendium of Reversal Spells & Counter-Charms was even heavier than it looked, a tome dense with ancient theory and complex diagrams. Willow carefully laid it open on one of the library’s larger, less-frog-infested tables, its pages crackling faintly as if whispering forgotten secrets. Billy, after a futile attempt to shoo a glowing clone out of a pot of quills, pulled up a chair, settling his flour-dusted robes around him.
"Alright," Willow murmured, her finger tracing the intricate script. "Let's see... 'Chapter 7: Magical Clones'. This sounds promising."
As they delved into the text, the sheer complexity of advanced reversal magic became evident. Many spells for destroying duplicates were designed for controlled environments or illusions, not for self-replicating entities made of raw magical energy. The book spoke of “magical resonance”, “sympathetic frequencies”, “the mirroring of intent”, and other weird terms that sounded like the textbook author had just mashed a bunch of big words together and prayed they made sense.
“Oh! Listen to this, Billy,” Willow said, furrowing her brow.
The witchling cleared her throat and read aloud: “'For the true dissolution of spontaneously generated magical duplicates, one must not merely destroy, but reabsorb. The caster must re-align the original magical target with the dispersed echoes, drawing the replicated essence back into its source.’”
Billy scratched his head. "’Reabsorb’? Does that mean you have to… suck them back into your wand? Or yourself?" He shuddered slightly. "Because that sounds a bit weird, even for me."
"It doesn't say," Willow mused, flipping a page. “But it does say I have to suck the energy out of the original magical target. In other words, we have to find my test frog.”
“So, basically, you have to backpedal the spell?” Billy said with another smirk. “Or rather, back-hop it?”
Willow rolled her eyes. “Wow. You’re so clever, Billy. You’re truly the world’s best magical comedian.”
She turned her attention back to the book and sucked through her teeth.
“Dang, The Uncloning Spell seems pretty hard…”
The incantation was long, requiring precise articulation. The wand movements were a series of intricate, flowing loops and sharp, sudden jabs, each one described with painstaking detail. But the most alarming part was the final instruction: “For complete efficiency, the caster must maintain complete eye contact with the original target of duplication and channel a focused burst of counter-magic, sucking the spell’s energy back into the wand.”
"Oh, so you do suck it back into your wand,” Billy said.
Willow nodded slowly, a knot forming in her stomach. “Which basically means I'll have to put as much magic into the counter-spell as I accidentally put into The Magical Cloning Spell in the first place.”
"That's… a lot of magic, Willow," Billy said, looking concerned. "You accidentally flooded the school with frogs. Are you sure you have enough in you to un-flood it?"
"I don't know," Willow admitted, a tremor in her voice. “But it's the only way to stop the clones. And if we can stop them, the ordinary frogs will be a lot easier to manage. We can just round them up and put them back in the zoology lab.”
Just then, a loud, aggrieved squawk echoed from a nearby shelf. Seraphina, her perfectly coiled bun now completely undone, emerged from between two towering stacks of books, holding a small, ordinary frog at arm's length.
"Honestly, Willow! Your monstrosities are everywhere! And this one," she held up the frog, which looked rather annoyed, "is perfectly mundane, yet utterly determined to wreak havoc on my Charms homework!"
She attempted to cast a Binding Charm, but her frustration made it falter, and the frog hopped neatly from her grasp.
Willow and Billy exchanged half-amused/half-weirded out glances.
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GitOps for Kubernetes: Automating Deployments the Git Way
In the world of cloud-native development and Kubernetes orchestration, speed and reliability are essential. That's where GitOps comes in—a modern approach to continuous deployment that leverages Git as a single source of truth. It's a powerful method to manage Kubernetes clusters and applications with clarity, control, and automation.
🔍 What is GitOps?
GitOps is a set of practices that uses Git repositories as the source of truth for declarative infrastructure and applications. It applies DevOps best practices—like version control, collaboration, and automation—to infrastructure operations.
In simpler terms:
You declare what your system should look like (using YAML files).
Git holds the desired state.
A GitOps tool (like Argo CD) continuously syncs the actual system with what’s defined in Git.
💡 Why GitOps for Kubernetes?
Kubernetes is complex. Managing its resources manually or with ad hoc scripts often leads to configuration drift and inconsistent environments. GitOps brings order to the chaos by:
Enabling consistency across environments (dev, staging, prod)
Reducing errors through version-controlled infrastructure
Automating rollbacks and change tracking
Speeding up deployments while increasing reliability
🔧 Core Principles of GitOps
Declarative Configuration All infrastructure and app definitions are written in YAML or JSON files—stored in Git repositories.
Version Control with Git Every change is committed, tracked, and reviewed using Git. This means full visibility and easy rollbacks.
Automatic Synchronization GitOps tools ensure the actual state in Kubernetes matches the desired state in Git—automatically and continuously.
Pull-Based Deployment Instead of pushing changes to Kubernetes, GitOps agents pull the changes, reducing attack surfaces and increasing security.
🚀 Enter Argo CD: GitOps Made Easy
Argo CD (short for Argo Continuous Delivery) is an open-source tool designed to implement GitOps for Kubernetes. It works by:
Watching a Git repository
Detecting any changes in configuration
Automatically applying those changes to the Kubernetes cluster
🧩 Key Concepts of Argo CD
Without diving into code, here are the essential building blocks:
Applications: These are the units Argo CD manages. Each application maps to a Git repo that defines Kubernetes manifests.
Repositories: Git locations Argo CD connects to for pulling app definitions.
Syncing: Argo CD keeps the live state in sync with what's declared in Git. It flags drifts and can auto-correct them.
Health & Status: Argo CD shows whether each application is healthy and in sync—providing visual dashboards and alerts.
🔴 Red Hat OpenShift GitOps
Red Hat OpenShift brings GitOps to enterprise Kubernetes with OpenShift GitOps, a supported Argo CD integration. It enhances Argo CD with:
Seamless integration into OpenShift Console
Secure GitOps pipelines for clusters and applications
RBAC (Role-Based Access Control) tailored to enterprise needs
Scalability and lifecycle management for GitOps workflows
No need to write code—just define your app configurations in Git, and OpenShift GitOps takes care of syncing, deploying, and managing across your environments.
✅ Benefits of GitOps with OpenShift
🔐 Secure by design – Pull-based delivery reduces attack surface
📈 Scalable operations – Manage 100s of clusters and apps from a single Git repo
🔁 Reproducible environments – Easy rollback, audit, and clone of full environments
💼 Enterprise-ready – Backed by Red Hat’s support and OpenShift integrations
🔚 Conclusion
GitOps is not just a buzzword—it's a fundamental shift in how we manage and deliver applications on Kubernetes. With tools like Argo CD and Red Hat OpenShift GitOps, teams can automate deployments, ensure consistency, and scale operations—all using Git.
Whether you're managing a single cluster or many, GitOps gives you control, traceability, and peace of mind.
For more info, Kindly follow: Hawkstack Technologies
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How to Use Llama.cpp on an NVIDIA GPU
How to Use Llama.cpp on an NVIDIA GPU
Llama.cpp is a lightweight C++ implementation of Meta's LLaMA models designed for efficient local inference. While it's built for CPU performance, recent updates now include GPU acceleration, especially for NVIDIA GPUs using CUDA or cuBLAS. Running Llama.cpp on a GPU significantly boosts performance and reduces latency—perfect for those working with large language models locally.
Step-by-Step: Running Llama.cpp on NVIDIA GPU
1. Install Required Dependencies First, make sure your system has the CUDA Toolkit and NVIDIA drivers installed and updated. These are necessary for GPU acceleration.
2. Clone the Llama.cpp Repository Get the latest version of Llama.cpp from its source. Open your terminal and clone the project folder to your machine.
3. Build with CUDA Support Navigate into the Llama.cpp folder. Then run the following command to build it with CUDA:
4. Convert the Model (if needed) Use the included script to convert the LLaMA model into the format Llama.cpp expects. Ensure that the model weights are in GGUF format and compatible with GPU usage.
5. Run the Model Launch the model with a command like:
Conclusion
Using Llama.cpp with an NVIDIA GPU allows for faster and more efficient model inference, making it suitable for real-time applications and experimentation. With a few build tweaks and CUDA installed, you can leverage the power of your GPU to run advanced LLMs locally with ease.
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What’s Hot in Open Source? 10 Projects Everyone’s Talking About.
Let’s be honest: Open source is no longer just a corner of the internet for hardcore hackers and hoodie-wearing devs in dark rooms.
In 2025, open source is culture. It’s powering your apps, building your AI, running your code — and shaping the future of the web.

Best part? It’s being built by regular people with laptops, passion, and late-night coffee habits.
If you want to see where the tech world is heading, look at what the open source community is obsessed with right now.
Here are 10 of the most talked-about, starred, cloned, and loved open source projects — and why they're getting so much hype.
🥁 1. Bun – JavaScript, But Supercharged Node js walked so Bun could absolutely sprint.
What’s the buzz?
A lightning-fast JavaScript runtime
All-in-one: package manager, bundler, test runner
Built from the ground up for performance and simplicity
If you’ve ever felt like your JS tooling was slow, clunky, or too scattered — Bun is your new favorite toy.
⚙️ 2. Zig – The “C Replacement” That’s Actually Enjoyable Zig is becoming the language for devs who want control without chaos.
Why it’s trending:
Safer and more readable than C
Zero hidden behaviors
Cross-compilation is dead simple
More and more projects (like Bun) are using Zig under the hood — and developers are falling hard for its no-nonsense elegance.
🧠 3. Open Interpreter – Your Terminal Just Got a Brain Imagine asking your computer to "rename all these files, zip them, and move them to Dropbox" — and it actually does it.
That’s Open Interpreter.
Why devs love it:
Natural language meets command line
Executes code, automates tasks, writes scripts
Feels like pair programming with ChatGPT — but local
Total game changer for productivity nerds, automators, and CLI lovers.
🤖 4. Auto-GPT – The Rise of Autonomous AI Agents Remember when AI just answered questions? Now it thinks ahead.
Auto-GPT is an experiment gone viral — and it’s only growing.
Why it matters:
Gives large language models goals — not just prompts
Executes tasks, adjusts plans, loops intelligently
Wildly unpredictable, but wildly powerful
This is the stuff of future startups. And yes, it’s still open source.
🧵 5. Tauri – Finally, a Desktop App Framework That Isn’t Bloated Electron apps are powerful… and heavy. Tauri is the fix.
What devs are saying:
Uses Rust for secure, fast backends
Integrates with your favorite front-end frameworks
Tiny file sizes, way faster load times
From indie devs to full-stack teams, everyone’s jumping on board.
🔗 6. LangChain – The Toolkit for Building Smart, Context-Aware Apps Want to build your own AI assistant, chatbot, or tool that thinks? LangChain is your new best friend.
Why it’s still dominating:
Lets you chain LLMs, tools, and logic together
Powers everything from research agents to customer support
Works across GPT-4, Claude, Mistral, and more
It’s basically the foundation of any next-gen AI app in 2025.
🧩 7. Nix / NixOS – The Package Manager That’s Finally Cool Nix has been around for a while — but now? It’s having a full-blown renaissance.
Why developers are obsessed:
Perfectly reproducible dev environments
Declarative system configs
No more “it works on my machine” drama
If you’ve ever nuked your setup with one bad install, Nix is a lifesaver.
🧬 8. DuckDB – The SQLite of Analytics Say hello to the tiny, blazing-fast SQL engine built for serious data work.
Why it’s trending:
Runs analytics queries locally — with insane speed
Perfect for devs, data scientists, and anyone working with big CSVs
Doesn’t need servers or setup — just works
It’s like having a personal warehouse engine in your laptop.
🕹️ 9. Godot – The Free Game Engine That’s Beating the Big Guys Indie game devs are rallying behind Godot — and for good reason.
Why it’s blowing up:
Fully open source, no licensing mess
Lightweight, cross-platform, and beginner-friendly
A true alternative to Unity (especially after the pricing drama)
It’s not just for games — people are building apps, tools, and even UI frameworks with it.
🔐 10. Turbopack – The Successor to Webpack (But Not Painful) Built by the Vercel team, Turbopack is a next-gen bundler that makes building modern web apps feel sane again.
What makes it great:
Insanely fast
Designed for React, Next js, and modern workflows
Incremental, efficient, and easy to plug in
If you’re tired of waiting for your site to build — this is your upgrade.
🎯 Final Thought: Open Source Is Where the Future Happens First All of these projects have one thing in common: They’re made by real people who just want better tools.
Not billion-dollar budgets. Not boardrooms. Just brilliant builders sharing code, learning in public, and pushing tech forward.
If you’re watching these projects, you’re not just following trends — You’re watching the next wave of innovation unfold in real time.
💬 Want to get involved? Star a repo. File an issue. Share something cool. Open source isn’t just code — it’s community.
And it’s never been a better time to join in.
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🚀 CryptaBox: Now Open Source on GitHub!
Introduction
We are thrilled to announce that CryptaBox, the secure and anonymous cryptocurrency wallet, is now open source and available on GitHub! This step marks our commitment to transparency, community-driven development, and the principles of decentralization.
🔓 Why Open Source?
In the world of cryptocurrencies, security and trust are paramount. By making our code publicly accessible, we empower the community to audit, verify, and improve the software. Open-source transparency helps to:
Ensure security through community-driven audits
Foster trust by allowing anyone to inspect the code
Accelerate development with contributions from talented developers
CryptaBox is built with a focus on client-side key generation, no registration, and no centralized data storage, ensuring full control and anonymity for our users.
📂 What's Available on GitHub?
Our GitHub repository contains:
All core scripts for wallet creation and transaction generation
Customized libraries for secure key generation and blockchain interaction
Test pages, including index.html for live demonstration
Documentation for developers to understand the architecture
You can explore the code and test the features directly: 🔗 CryptaBox GitHub Repository
🛠️ How to Test?
To see CryptaBox in action:
Clone the repository: git clone https://github.com/cryptabox/cryptabox-demo
Open index.html in your browser
Generate a secure key, create a wallet, and explore the demo
OR open:
No registration. No personal data. Just pure blockchain interaction.
🔮 What's Next?
We are planning:
Integration of more blockchain networks
Enhanced UI/UX improvements
Advanced analytics and fee estimation features
We welcome your feedback and contributions! Join us in making CryptaBox the most trusted and secure anonymous wallet in the crypto space.
✨ Join the Community
We invite developers, blockchain enthusiasts, and privacy advocates to explore, contribute, and share. Together, we can make decentralized finance more secure and accessible.
🔗 Follow us on Medium 🔗 Follow us on Tumblr
Stay secure. Stay anonymous. Welcome to CryptaBox.
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Solana Just Flipped the DeFi Script—And 1inch Knows It
Solana isn't just fast anymore. It’s winning.
While Ethereum and its Layer 2 clones squabble over rollups, MEV wars, and gas optimization, Solana is sprinting laps around them—at scale, with users, and now, with serious infrastructure validation.
The latest milestone? 1inch—arguably the most important multichain DEX aggregator in crypto—just deployed its Fusion protocol on Solana. This isn’t just a nice-to-have integration. It’s a signal: the DeFi center of gravity is shifting, and Solana is no longer the "VC chain" or the "FTX relic." It’s the dominant execution layer for a new class of users who care less about decentralization philosophy and more about making things work—fast, cheap, and reliably.
Let’s break down why this matters, and what comes next.
1inch Didn’t Pick Solana for Fun — It Picked a Winner
You don’t ship complex, MEV-resistant smart contract systems and Dutch auction-based market-making protocols on just any blockchain. 1inch is staking reputation and codebase on Solana because the numbers are simply undeniable.
Over the past 90 days:
DEX trading volume: Solana beat Ethereum by 33% ($539B vs $364B).
Transaction count: Solana processed 5x more transactions (4.8B vs 1B).
Active addresses: 224M on Solana, compared to Ethereum’s 78M—180% more.
This isn’t about “TPS” vanity metrics anymore. This is real economic throughput, on-chain usage, and trading velocity. And 1inch wants in.
Fusion Protocol Meets the Solana Speed Machine
1inch didn’t just port its app over. It brought Fusion—a next-gen protocol where users submit “intents” (essentially, desired outcomes) and let competing market makers (called "resolvers") bid to fulfill them.
Think of it as eBay for token swaps: rates start high, and a resolver executes when the price hits their trigger. It's a fairer, more efficient way to route liquidity and reduce slippage.
Now combine that with Solana’s sub-second block times, negligible fees (we’re talking < $0.01), and you get what Ethereum maximalists have dreamed of—but haven’t built: a lightning-fast, intent-based DeFi UX.
That’s what 1inch just shipped.
Cross-Chain Isn’t a Buzzword Anymore—It’s a DeFi Imperative
The next domino? Cross-chain swaps. 1inch is set to launch seamless swaps between Solana and 10+ other chains in the coming months. Not just bridge-and-pray hops—but real, self-custodial asset swaps where users don’t need to touch a centralized exchange or worry about wrapping/unwrapping nightmares.
This isn’t just a technical flex. It’s an existential unlock for DeFi. Users want liquidity, not chain allegiance. They want best-price execution, not tribal gas fee wars.
And 1inch gets that. Their Fusion+ system, coupled with open-source contracts and developer APIs, is effectively transforming Solana into a liquidity hub, not just a “cheap alt-EVM.”
Solana’s Reputation Was Broken. Now It’s Rebuilt—With Volume.
Let’s not rewrite history: Solana got wrecked post-FTX. It lost trust, got dismissed as centralized, and watched TVL evaporate overnight.
But what’s happened since is one of the greatest comeback arcs in crypto history.
Solana’s validator count is higher than ever.
Its NFT market still leads in innovation.
Mobile-first apps like Backpack are onboarding actual users.
And DeFi isn’t just back—it’s outperforming.
Solana didn’t just survive. It adapted. And now, it’s outpacing rivals who were too busy philosophizing to scale.
The 1inch integration is a crowning moment in that redemption arc. It says: The infrastructure elite believe Solana is ready.
Ethereum Still Has the Liquidity — But for How Long?
Let’s be clear: Ethereum isn’t dead. Its deep liquidity, institutional trust, and composability make it indispensable—today.
But the fragmentation of Layer 2s, wallet UX nightmares, and inconsistent bridging experiences are slowly bleeding user confidence. If Solana can provide comparable liquidity and better execution, it becomes more than a playground for degens—it becomes the preferred execution layer for the world.
And with projects like 1inch enabling frictionless access to both Ethereum and Solana ecosystems, users might start choosing based on experience rather than allegiance.
The Real Fight: Execution vs. Orthodoxy
This moment isn’t about Solana vs. Ethereum.
It’s about a new DeFi era where execution matters more than ideology. Where intent-based UX, deep aggregation, and chain-agnostic liquidity determine the winners—not whether your whitepaper had Vitalik’s approval.
1inch’s move signals the next phase: unified multichain DeFi, anchored by chains that can actually support billions of users and trillions in value movement—without choking.
Solana’s performance and 1inch’s intent architecture are building toward that world. And if you’re still betting on monolithic chains with 5-minute transaction finality and $10 gas fees, you’re not just behind—you’re watching a different race entirely.
By 2026, Solana Will Be DeFi’s Default Execution Layer
Not the settlement layer. Not the consensus shrine. But the chain where most DeFi trades actually happen.
That doesn’t mean Ethereum vanishes. It means it becomes the backend, not the battleground. Solana becomes the front office—where users swap, spend, earn, and play.
And platforms like 1inch will be the liquidity routers that make it all seamless, regardless of chain.
Mark this moment. 1inch launching on Solana isn’t just a tech update.
It’s a power shift.
If you found this piece valuable, consider supporting our work. We don’t run ads or subscriptions—everything we publish is free. But we rely on reader donations to keep The Daily Decrypt running strong. 👉 Donate on Ko-Fi – even a small tip goes a long way.https://ko-fi.com/thedailydecrypt
© 2025 InSequel Digital. ALL RIGHTS RESERVED. No part of this publication may be reproduced, distributed, or transmitted in any form without prior written permission. The content is provided for informational purposes only and does not constitute legal, tax, investment, financial, or other professional advice.
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A Practical Guide to Porting and Interacting with AI Large Language Models from DeepSeek to Qwen
In a previously published Technical Practice | A Complete Guide to Deploying the DeepSeek-R1 Large Language Model on the OK3588-C Development Board article, the porting and deployment of DeepSeek-R1 on Forlinx Embedded's OK3588-C development board were introduced, its effects were demonstrated, and performance evaluations were conducted. In this article, in-depth knowledge about DeepSeek-R1 will not only be continued to be shared but also porting methods on various platforms will be explored and more diverse interaction methods will be introduced to help better utilize large language models.
1. Porting Process
1.1 Deploying to the NPU Using RKLLM-Toolkit
RKLLM-Toolkit is a conversion and quantization tool specially developed by Rockchip for large language models (LLMs). It can convert trained models into the RKLLM format suitable for Rockchip platforms. This tool is optimized for large language models, enabling them to run efficiently on Rockchip's NPU (Neural Processing Unit). The deployment method mentioned in the previous article was NPU deployment through RKLLM-Toolkit. The specific method of operation is as follows:
(1) Download the RKLLM SDK:
First, download the RKLLM SDK package from GitHub and upload it to the virtual machine. SDK download link:
[GitHub-airockchip/rknn-llm]( https://github.com/airrockchip/rknn-llm)。
(2) Check the Python version:
Ensure that the installed SDK version is compatible with the target environment (currently only Python 3.8 or Python 3.10 is supported).
(3) Prepare the virtual machine environment:
Install therkllm-toolkitwheel in the virtual machine. The wheel package path is (rknn-llm-main\rkllm-toolkit).pip install rkllm_toolkit-1.1.4-cp38-cp38-linux_x86_64.whl
(4) Download the model:
Select the DeepSeek-R1 model to be deployed.git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
(5) Use the sample code for model conversion:
In the path rknn-llm-main\examples\DeepSeek-R1-Distill-Qwen-1.5B_Demo, use the sample code provided by RKLLM-Toolkit for model format conversion.python generate_data_quant.py -m /path/to/DeepSeek-R1-Distill-Qwen-1.5B python export_rkllm.py
(6) Compile the executable program:
Compile the sample code directly by running the build-linux.sh script under the deploy directory (replace the cross-compiler path with the actual path). This will generate a folder in the directory, which contains the executable file and other folders. Perform cross-compilation to generate the executable file.
Cross-compile to generate an executable file../build-linux.sh
(7) Deploy the model:
Copy the compiled _W8A8_ RK3588.rkllm file and the librkllmrt.so dynamic library file (path: rknn-llm-main\rkllm-runtime\Linux\librkllm_api\aarch64) together into the build_linux_aarch64_Release folder generated after compilation, and then upload this folder to the target board.
Next, add execution permissions to the llm_demofile in the build_linux_aarch64_Release folder on the target board and execute it.chmod +x llm_demo ./llm_demo _W8A8_RK3588.rkllm 10000 10000
Demo 1
Advantages and Disadvantages:
Advantages: After being deployed to the NPU, the large language model can run efficiently, with excellent performance and less CPU resource consumption.
Disadvantages: Compared with other methods, the deployment process is a bit more complex and requires a strong technical background and experience.
1.2 One-Click Deployment to the CPU Using Ollama
Ollama is an open-source local large language model (LLM) running framework that supports running various open-source LLM models (such as LLaMA, Falcon, etc.) in a local environment and provides cross-platform support (macOS, Windows, Linux).
With Ollama, users can easily deploy and run various large language models without relying on cloud services. Although Ollama supports rapid deployment, since DeepSeek-R1 has not been optimized for the RK3588 chip, it can only run on the CPU, which may consume a relatively high amount of CPU resources. The specific method of operation is as follows:
(1) DownloadOllama:
Download and install Ollama as needed.Ollama,curl -fsSL https://ollama.com/install.sh | sh
If the download speed is slow, you can refer to the following mirror method for acceleration.curl -fsSL https://ollama.com/install.sh -o ollama_install.sh chmod +x ollama_install.sh sed -i 's|https://ollama.com/download/|https://github.com/ollama/ ollama/releases/download/v0.5.7/|' ollama_install.sh sh ollama_install.sh
(2) Check the Ollama results:
Confirm that Ollama is installed correctly and run relevant commands to view the deployment results.Ollama --help
(3) Download DeepSeek-R1:
Get the instructions for downloading the DeepSeek-R1 model from the officialOllama website.
(4) Run DeepSeek-R1:
Start the DeepSeek-R1 model through the Ollama command-line interface.ollama run deepseek-r1:1.5b
Demo 2
Advantages and Disadvantages:
Advantages: The deployment process is simple and fast, suitable for rapid testing and application.
Disadvantages: Since the model is not optimized for RK3588, running it on the CPU may lead to high CPU usage and affect performance.
Deploying Other Large Models on the FCU3001 Platform
Apart from DeepSeek-R1, Ollama also supports the deployment of other large language models, such as Qwen. This demonstrates the wide applicability of Ollama. Next, taking Qwen as an example, a large language model will be deployed on the FCU3001, an AI edge computing terminal launched by Forlinx Embedded, which is equipped with an NVIDIA processor (based on the NVIDIA Jetson Xavier NX processor).
Through its powerful computing power and optimized software support, FCU3001 can efficiently run the large language models supported by Ollama, such as Qwen. During the deployment process, the flexibility and ease-of-use provided by Ollama can be fully leveraged to ensure the stable and smooth operation of the large language model on the FCU3001. The steps are as follows:
(1) CUDA Installation:
The GPU of the NVIDIA Jetson Xavier NX can be used to run the model. Refer to the above-mentioned method for installing Ollama.sudo apt update sudo apt upgrade sudo apt install nvidia-jetpack -y
(2) Visit the Ollama official website:
Browse other models supported by Ollama.
(3) Select a version:
Choose the Qwen 1.8B version from the list of models supported by Ollama.
(4) Run the model:
In the Ollama environment, use the command ollama run qwen:1.8b to start the model.ollama run qwen:1.8b
Demo 3
3.Interaction Methods
In the previously mentioned deployment methods, the interaction is mainly based on serial port debugging. There is a lack of a graphical interface, so elements such as pictures and forms cannot be displayed, and historical conversations cannot be presented. To enhance the user experience, a more diverse interaction experience can be provided by integrating Chatbox UI or Web UI.
3.1 Chatbox UI
Chatbox is an AI assistant tool that integrates multiple language models and supports various models such as ChatGPT and Claude. It not only has the functions of local data storage and multilingual switching but also supports image generation and formats like Markdown and LaTeX, providing a user-friendly interface and team collaboration features. Chatbox supports Windows, macOS, and Linux systems. Users can quickly interact with large language models locally. The steps are as follows:
(1) Download Chatbox:
Download the appropriate installation package from the official Chatbox website (https://chatboxai.app/zh).
(2) Install and configure:
After the download is complete, get a file named Chatbox-1.10.4-arm64.AppImage, which is actually an executable file. You can run it after adding permissions, and then you can configure the LLM model under the local ollama API.chmod +x Chatbox-1.10.4-arm64.AppImage ./Chatbox-1.10.4-arm64.AppImage
(3) Q&A dialogue:
Users can communicate with the model through an intuitive graphical interface and experience a more convenient and smooth interaction.
Demo 4
3.2 Web UI
Web UI provides a graphical user interface through web pages or web applications, enabling users to easily interact with large language models via a browser. Users only need to access the corresponding IP address and port number in the browser to ask real-time questions. The steps are as follows:
(1) Set up the Web UI environment:
Configure the environment required for Web UI. It is recommended to use Python 3.11 for Web UI. So, use Miniconda to create a virtual environment with Python == 3.11.
Install Minicondawget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-aarch64.sh chmod +x Miniconda3-latest-Linux-aarch64.sh ./Miniconda3-lates
Set up theWeb UIenvironment.conda create --name Web-Ui python=3.11 conda activate Web-Ui pip install open-webui -i https://pypi.tuna.tsinghua.edu.cn/simple
(2) Start the Web UI:
Use ''open-webui serve'' to start the Web UI application. The IP address and port number of the server are 0.0.0.0:8080.open-webui serve
If the information in the following red box appears, it means the startup is successful.
(3) Access the Web UI:
Enter the IP address and port number in the browser to open the Web UI interface and start interacting with the large language model.
Register an account
Demo 5
4. Summary
This article comprehensively demonstrates various transplantation methods of large language models on the OK3588-C development board and the FCU3001 edge AI gateway, and introduces how to enhance the user experience through multiple interaction methods such as Chatbox UI and Web UI.
Forlinx Embedded has launched multiple embedded AI products, such as development boards like OK3588-C, OK3576-C, OK-MX9352-C, OK536-C, and the AI edge computing terminal FCU3001. The computing power ranges from 0.5 TOPS to 21 TOPS, which can meet the AI development needs of different customers. If you are interested in these products, please feel free to contact us. Forlinx Embedded will provide you with detailed technical support and guidance.
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