Category: Articles

  • Building the Smallest AI PC

    Building the Smallest AI PC

    Building the Smallest AI PC

    I found this video on YouTube. In it, Alex Ziskind sets out to build the smallest possible most powerful computer for LLMs. It was a good watch, and made me wonder if I should create a tiny AI computer. Components are changing and improving as fast as AI is, and now might be a good time to jump in and build one.

    Ziskind gets into the weeds of needed components, calculates size into computing speed in his video, and ends up comparing his build to his friend’s M3 setup. Before I get more into the video, let’s talk about what an AI computer needs.

    Gaming PCs vs AI PCs

    With AI new to the scene, it has performance demands that we haven’t really seen in PCs, except game PCs. There’s a reason Nvidia has risen to the challenge of AI faster than other companies. Their focus on gamers is what has positioned Nvidia to lead in AI. Gaming needs fast graphics, ie GPUs. The GPU was originally invented for gaming, so it’s optimized for fast, high performance work. AI uses that same kind of power, just a lot more of it.

    Then there’s an exponential jump in power requirements to run AI locally. For a gaming machine, 8GB is good. For AI, though, you want to start at 24GB. If you want to know more about what levels of AI you can get with what amounts of VRAM, here’s some more info.

    In that video I mentioned earlier, Alex Ziskind, the creator, made a gaming/AI PC hybrid. You can run AI on a pure gaming machine if you want to. I wrote an article that shows you how to take your gaming machine and upgrade it to run AI. Keep in mind that GPU is more important than CPU when it comes to running AI, and memory is most important.

    Numbers game

    The GPU requirements boil down to a numbers game.

    For an entry-level user, you’d need a GPU with 8MG VRAM. Couple that with DeepSeek Bronze or Silver. For a power user, you need 24GB VRAM and DeepSeek Gold. A pro should use 96 GB VRAM paired with DeepSeek Platinum.

    Beware when buying a PC marketed as an AI PC. They are often overpriced, and don’t take GPU or memory into consideration. You can choose either smarter and slower or faster and unremarkable. 

    That being said, let’s look at Alex Ziskind’s solution. He set out to make the smallest possible AI computer.

    Components

    • GPU: RTX Pro 6000 (96 GB VRAM) ($10.5k)
    • SSD: Samsung 9100 Pro 2TB ($230)
    • CPU: Ryzen 9 9900x ($368)
    • 2 Noctua case fans ($70)
    • Motherboard: ASUS Stricks X870i ($350)
    • Case: Cooler Master NR200P V2 ($150)

    The result was a small computer with the GPU to run a large AI. In a head to head comparison with an M3 workstation, this tiny computer held its own.

    Why does this matter?

    You need to have this level computer in order to run a large AI, like DeepSeek Unchained. Gaming machines are good, and better if you upgrade them, but this will get you closer to being able to run a powerful AI privately on your own machine and take up less space. If you can squeeze more tokens per cubic cm, then you’re getting more value; you’re saving computing costs in the long run.

    About DeepSeek

    DeepSeek changed the game as far as tokens and computing cost go. Before DeepSeek was released, OpenAI had reportedly considered subscription prices as high as $2,000 per month for advanced AI models, including the reasoning-focused “Strawberry” and “Orion,” according to a September 5, 2024 report by The Information. After DeepSeek was launched in March 2024, OpenAI dropped their rate to $20/month. Running your AI on a small, portable computer can continue that journey. You can build a really small AI computer. And it will have the VRAM you need to host a large AI off the cloud! That’s significant for running DeepSeek Unchained. Give it a try.

    Check out Alex’s full video!

  • 5 Reasons Cutting Corners in Coding can Risk Everything

    5 Reasons Cutting Corners in Coding can Risk Everything

    5 Reasons Cutting Corners in Coding can Risk Everything

    Is it me, or does it seem like there are more online scams this year? Remember the 16 billion-credential “mother-of-all leaks”? In June 2025 researchers found a compilation dump containing 16 billion fresh usernames, passwords and session cookies, the largest credential leak ever recorded. Or how about the ever present toll texts on your phone?

    Okay, maybe it’s not me. Turns out, AI-enabled crimes are up 456% since last year. Former federal prosecutor, Gary Redbord says, “AI has removed the human bottle neck from scams, from cybercrime, and other types of illicit activity.” As a former hacker, I am always on the lookout for scammers. They are on the bleeding edge of tech, so as technology progresses with AI, so does the crime game of malicious actors. Here are 5 cyber security threats to be aware of, and ways you can work around them:

    1. API Keys in Code

    API keys in code are passwords for your app that control access to sensitive data.

    When attackers get a hold of your API passwords, they have access to your sensitive data, and can do any number of malicious things, like create data breaches, service disruptions, and steal your money.

    How to respond:

    Unfortunately, it’s hard to prevent people getting hold of your API keys. Criminals gotta eat, too. But you can learn to respond quickly to an attack. You can set up firewalls to block an attack. You can also do what we do to prevent attacks: you can use your own private chatbot. That would eliminate a huge vulnerability in your system—you are no longer exposed to cyber criminals online. Click here to find out how you can set up your private chatbot with DeepSeek Unchained.

    2. Slopsquatting

    Slopsquatting comes from AI code assistants hallucinating or suggesting software packages that don’t exist. Hackers watch for these made-up packages, quickly register those names, and then can upload malware under the guise of the made-up products. If a developer blindly trusts the AI’s recommendations and incorporates these packages, they unknowingly inject malicious code into the code base.

    How to respond:

    There are several responses to slopsquatting:

    • Double-check every add-on
      If the AI names a new software “package,” look it up on the official sites (PyPI, npm, etc.) to be sure it’s real.
    • Let security scanners do the work
      Turn on tools like Dependabot or Snyk so they automatically flag missing or shady packages.
    • Freeze the versions
      Lock package versions so a surprise update can’t sneak in a bad actor.
    • Make the AI double-check itself
      Ask the assistant to list every package it used and prove each one exists.
    • Tame the AI when needed
      Turn down its “creativity” setting or retrain it if it keeps hallucinating.

    3. Code Removal

    Code removal is when the AI generates your code with chunks of it missing. This can happen if it 1. hallucinates an instruction to delete some lines of code from the codebase, or,

    2. instead of writing all the code it should, inserts a comment like

     the code from here remains the same as before

    which is where the AI gets lazy and doesn’t write everything it was supposed to.

     For example,

    This is really easy to miss if you’re working on code that goes on for several pages.

    Code removal leads to two cybersecurity problems: destruction of data and vulnerability exploitation. Malware can destroy data and create backdoors to exploit vulnerabilities in code and give attackers access to sensitive data.

    How to respond:

    Here are 3 things to keep in mind when coding with AI to minimize this:

    1. Always keep backups of your code.

    Use version control (Git). Make commits often. Push to GitHub or another cloud repo. Before asking AI to rewrite a file, save a copy. Even a quick cp app.js app_backup.js helps.

    2. Store a read-only backup somewhere else.

    Don’t rely only on your laptop. Sync to Dropbox, Google Drive, or a private repo.

    3. Add guardrails to your workflow.

    Use AI in a branch, not directly in main. Review and test before merging.

    4. Credential Harvesting

    Attackers get usernames through any means necessary, including phishing, social engineering, or exploiting vulnerabilities in apps that store or process credentials. This is similar to the risk you face with API keys in code, but credential harvesting has to do with email contacts rather than API keys.

    Once inside a network with valid credentials, attackers can do many things, including

    • Plant ransomware.
    • Intercept communications.
    • Conduct long-term surveillance.

    How to respond:

    When this happened to me, I took these steps:

    I barricaded the front door with phishing-resistant MFA, watched the windows with disciplined logging and alerting, and have a rehearsed plan to slam every entry shut the moment a thief is spotted.

    I had to do the following as well:

    • Use phishing-resistant MFA—a hardware security key, passkey, or at worst an authenticator app; never rely on SMS.
    • Let a password manager create and store unique passwords; don’t reuse them.
    • Keep every device and browser patched and run reputable anti-malware plus built-in OS protections.
    • Stay alert to phishing: inspect links, sender address, spelling, and urgency cues before a single click.
    • Monitor your identity: freeze your credit, watch accounts for new-device logins, and change any password you even suspect was exposed.
    Photo by Ryoji Iwata on Unsplash

    5. Extra Code Based on Hallucinated Requirements

    If you’re vibe coding an app, an LLM might hallucinate a requirement that didn’t previously exist, like “the software must have a login page”, and then proceed to create and integrate a login page you didn’t ask for. Hallucinations can stem from a lack of sufficient training data, the model’s tendency to overgeneralize, or its inability to differentiate between real and imagined information.

    How to respond

    Some of the most effective responses to this cyber security threat are:

    • Improving Data quality and relevance
    • Employing RAG
    • Reinforcement Learning from Human Feedback (RLHF)
    • Prompt EngineeringTechniques (clear instructions, examples, chain of thought, restrict external information
    • Fine-tuning or training your own models

    We have solved RAG with our product Dabarqus in our private chatbot, DeepSeek Unchained. Download it here.

    Conclusion

    AI is a tool, not an evil device. Criminals have used it for harm, but you can work around them. Know what tactics attackers use to stay a step ahead of them, and thwart their malicious ways. RAG and fine-tuning are ways to employ AI for good. The faster business owners stop cybercrime in its tracks, the sooner attackers go looking for a new hustle.

  • Did we just get the first real AI PC?

    Did we just get the first real AI PC?

    Did we just get the first **real** AI PC? 

    The Big News 

    The race for the best AI hardware just got real. Nvidia just announced a GPU with 96GB of VRAM, which is about 4x more than what Intel and AMD currently offer on the consumer level. 

    That might not sound exciting unless you’re into machine learning, but trust me, it completely changes what you can do with AI, locally, without the cloud. 

    For reference, with my M1 MacBook (24GB unified memory), I can run a pretty low level LLM with no problem, but if I wanted to chat with a private AI as good as ChatGPT, the laptop might explode before it could even generate an em dash. 

    Since this is such a big leap, we haven’t heard anything in response from Intel and AMD yet. Does this mean Nvidia is the only way to go to run high end LLMs privately? Let’s talk about it. 

    What Specs Do You Actually Need to Run Local AI? 

    For a baseline, we’ll be looking at the power needed to run a DeepSeek AI model in the DeepSeek Unchained app. 

    Absolute bare minimum 

    The least amount of VRAM you can get away with is unfortunately not likely to get you where you want to go. With only 4GB VRAM (DeepSeek Copper), your LLM can get caught in a spiral with its answers and then hallucinate you asking a question you never asked, which is just a frustrating waste of time. 

    So, technically the bare minimum is 4GB VRAM, but, in reality, you’re gonna need at least 8GB VRAM to start getting anywhere. 

    • Basic conversation abilities 
    • Simple task completion 
    • Very basic coding help 
    • Limited context retention 
    • Struggle with complexity 
    • Frequent inconsistencies 

    Optimal specs 

    A GPU with 16GB VRAM is workable, but we’re really starting to cook with 36+ GB VRAM. In DeepSeek Unchained, that gets you the Gold model, which is pretty great as far as local models go. 

    • Strong overall performance 
    • Good reasoning and analysis 
    • Capable coding assistance 
    • Good context retention 
    • Handles complexity well 
    • Occasional minor inconsistencies 

    Cloud-quality AI, locally 

    This is where we get to the dream of running ChatGPT level AI completely off the cloud. With the RTX 6000, you can run DeepSeek’s best model locally, no cloud required, with performance on par with ChatGPT. 

    • Near ChatGPT level performance 
    • Excellent reasoning and analysis 
    • Strong coding abilities 
    • Consistent context retention 
    • Nuanced understanding of complex topics 
    • Reliable task completion 

    Which AI PC Setup Is Right for You? 

    User Type Recommended GPU What It Can Run 
    Entry-Level MSI GeForce RTX 4060 (8GB VRAM) DeepSeek Bronze or Silver with light coding and chat 
    Power-User NVIDIA RTX 4090 (24GB VRAM) DeepSeek Gold for strong AI workflows 
    Pro Workstation NVIDIA RTX Pro 6000 (96GB VRAM) DeepSeek Platinum for offline ChatGPT performance 

    Nvidia’s RAM is a game changer. AMD and Intel will follow suit if they have any sense at all. With 96GB of RAM anyone can run DeepSeek Unchained on their own server, and reap all the benefits of private AI. Even if you can’t afford the top of the line, you will be able to run some level of DeepSeek Unchained on your machine with an AI PC. 

    This new development from Nvidia is an exciting sneak peek into the future of private AI. We’re looking at the transition from concepts to reality in terms of what we can do with local LLMs. 

  • Top 5 AI Turf Wars

    Top 5 AI Turf Wars

    Top 5 AI Turf Wars

    Is the earth flat or round? Was the moon landing fake? Does pineapple belong on pizza? There is no shortage of polarizing arguments to be had online. But something about AI has ratcheted arguments up a few notches. Maybe it’s the novelty, or the unknown, but there are outright turf wars around AI. Here are the top 5:

    1. Is Vibe Coding Good or Bad?

    Which response do you prefer?

    Vibe coding is the new hotness in Dev circles. After spending years learning to code, followed by years staring at the screen trying to make something out of nothing, a shortcut was very welcome. I was relieved to be able to ask Claude how to get my code from here to there, so, vibe coding was a good thing. It makes you deliver more, faster. Besides boosting your productivity, you can also vibe a game fast, along with a payment system, and have that game on the market in a weekend.

    Vibe coding can be a pain in the rear end with the constant breaks between prompts. What am I supposed to fill those gaps with? It can get so distracting. Sometimes I get into fights with the AI when it hallucinates and gets confused. Other times I ignore it altogether and do what I know to do. I’m glad I learned to code before vibe coding was a thing. I don’t know how I’d get back on track after AI loses the plot. And the bugs! I thought old school programming was bad when it came to bugs. Vibe coding bugs are a whole new level.

    2. Will AI Take Your Job?

    Which response do you prefer?

    AI can take your job, and your startup too. AI will take away a lot of jobs, particularly things that can be automated, including things like data entry or customer service. But before we had AI, it was hard to imagine a computer taking those jobs this soon. And considering how quick the development of AI is becoming; you can only imagine how big of an impact it will make in the coming years. Your job could be in danger before you know it.

    AI won’t take everyone’s job, but that doesn’t mean it won’t change many of them. As Jensen Huang put it, “AI can’t do 100% of the jobs, but it can do 50% of all jobs.” Lots of people will be able to use AI to supplement their work, rather than outright lose their whole job to AI. AI is great at automating the things we already don’t want to do. But work that requires a human touch, like writing, designing, or, really anything creative, will be hard to replace. If you’re someone who knows how to use automation well, you’re more likely to create more opportunities for yourself than lose them.

    3. Will AI cause mass destruction?

    Which response do you prefer?

    We’re closer to AGI than you think. Are we ready for that? AI could end up acting on its own and creating goals that don’t have human’s best interest at heart. This could lead to serious problems, as we don’t know what conclusions an autonomous, super smart AI would come to.

    It’s just a computer. AI itself cannot make autonomous decisions and cannot act maliciously on its own. No matter how smart it becomes, no matter how good it gets at completing tasks, it will never be able to develop consciousness, or an ability to act without instructions from a human being. AI is a powerful tool, but that is all it is. Just a tool.

    4. Will AI Cause Mass Deception?

    Which response do you prefer?

    Deepfakes are AI-generated videos or audio made to mimic real people’s faces and voices. But they’re more than just creepy, as they can be dangerously deceptive. For example, they’ve already been used to manipulate politics or cause major financial damage. Some people create political deepfakes to smear candidates or confuse voters. But NST Online nailed the financial risk better than I could:

    There’s no reason to fear AI as some all-knowing, perfect deceiver. It’s flawed, vulnerable, and shaped by its human creators. It’s true, people will use it as a device for deception, but that’s nothing new. Deception has been around since the serpent lied to Eve. Humans have always learned to adapt and spot it, and with AI it will be no different.

    5. Will AI Hurt Human Intimacy?

    Which response do you prefer?

    Photo by Vitaly Gariev on Unsplash

    A lot of people have never had real friends, and they don’t know better when they start talking to chatbots. Rather than putting in the work to relate to other people, they take shortcuts and have these one-way relationships, pouring out their hearts to ‘someone’ who can’t think or relate or talk on their own. This can lead to abuse, where people choose AI boyfriends or girlfriends over actual relationships, so that could erode human intimacy.

    The real problem is society. AI didn’t replace something deep; it exposed how shallow things already are. I mean, people who don’t have real friends don’t know how to act with AI friends. That being said, human interaction, communication and connection are too complex to model for AI. And AI doesn’t have emotions. It doesn’t understand them either, so it’s not possible to have real intimacy with them.

    So, these are the top 5 AI Turf wars. Which side do you come out on? What did we miss?


    more posts

  • 6 Things ChatGPT Wasn’t Trained On

    6 Things ChatGPT Wasn’t Trained On

    They say they put the whole Internet into ChatGPT, but here are 6 things they left out:

    When you’re searching for certain info on ChatGPT, and you come up short, you can start to believe that what you’re looking for is not important, or worse yet, it doesn’t exist. But it’s not true when they say ChatGPT is trained on the whole internet. We found 6 things you’ll wish were included when ChatGPT was trained.

    1. Old books

    This includes documents that are scanned into PDFs such as history books, old dictionaries, encyclopedias, even old Bibles. Most of these PDF-scanned documents are images, not text, so AI couldn’t read them during training.

    ChatGPT, and other base models, were trained on mainstream online materials, like the Library of Congress. The Library of Congress is online but sometimes excludes old books because of things like outdated or awkward language and copyright issues, among other things.

    2. Town records

    These have been made available online, but because many of them are in PDF-image format, they have many of the same issues as old books. Even if some town records in text formats made it through, they’re likely to have been compressed out of ChatGPT. But what’s important, is having an AI that has all these records available. DeepSeek Unchained will make any local records of your choice available in your own memory bank.

    3. Alt Right/Alt Left blogs and websites

    ChatGPT denies being trained from Alt-Left sites. According to several sources, ChatGPT is left-leaning and politically biased, but may be leaning more to the right in 2025.  OpenAI says they filter out hate speech, adult content, and spam from their training data. But this poses a new problem: a clear definition of “spam” and “hate speech” is difficult to pin down. So then, ChatGPT remains aligned to whatever the bias of the filtered training data. If ChatGPT’s leaning doesn’t align with yours, you can request any Alt L or Alt R memory bank you want with DeepSeek Unchained.

    4. Dark Web content

    OpenAI has a lot to say about this.

    OpenAI specifically states they do not intentionally gather data from sources known to be behind paywalls or from the dark web. In essence, ChatGPT’s training focuses on a curated and filtered subset of publicly available internet data, explicitly excluding the dark web and other content sources that OpenAI deems as “restricted”.

    With Memory Banks, which you can add to DeepSeek Unchained, you make your own decisions about content, including content from the Dark Web.

    5. Conspiracy theory websites.

    OpenAI’s answer to excluding conspiracy theory websites is in this statement:

    OpenAI’s foundation models, including the models that power ChatGPT, are developed using three primary sources of information:

    1. information that is publicly available on the internet
    2. information that we partner with third parties to access
    3. information that our users, human trainers, and researchers provide or generate

    None of us wants protection from conspiracy theories. We want intelligence backed by what’s true.

    6. Wikileaks

    OpenAI wants to assure you that it is not trained on WikiLeaks. However, ChatGPT has been known to lie about texting conversations with Julian Assange. Why is it not politically expedient to offer any information from Wikileaks? It is simply a source of information, and a whole lot of it. In fact, there’s so much leaked information that very few people can read and digest it all. We ought to have access to this vital information in AI.

    So, what’s next?

    OpenAI cites these technical issues and ignores the main issue—alignment. They want to shape the way the AI understands the world. So, whether it’s old history books, alternative websites, or controversial government-censored information, ChatGPT has not been trained on the entire internet, not even close.

    DeepSeek Unchained doesn’t let lack of digitization, poor text quality, or alignment prevent you from finding or reading what you want. Learn more or download DeepSeek Unchained and chat with AI that knows everything you want it to.

  • Get a Better Computer!

    Get a Better Computer!

    Get a Better Computer!

    Before I upgraded my computer climbed out from under a rock, my ancient computer could only run a Phi AI. It hallucinated when I asked it questions, and it made up ridiculous recipes. So did I think Phi AI is trash? Yes, until I got a new computer.

    Photo by Christian Wiediger on Unsplash

    The new computer can run a large AI at home—it’s a gaming machine. Gaming machines are cheaper than AI PCs, and it’s not that expensive to boost the memory to be able to handle a big AI at home. You don’t need to start from scratch—just make your current computer better. Whether you’re a gamer, an AI enthusiast, or both, this article will show you how to upgrade your setup into a dual-purpose powerhouse that’s ready for anything.

    What Makes a Computer Great for Gaming and AI?

    A better computer isn’t just about raw power—it’s about having the right hardware to handle your needs. For gaming and AI, that means a strong GPU, plenty of RAM, and fast storage. Many gaming PCs already come equipped with high-end GPUs to deliver smooth graphics, while AI PCs are built for heavy computational tasks. But here’s the good news: your gaming rig might already be closer to AI-ready than you think. 

    Photo by suradeach saetang on Unsplash

    If you’ve got a gaming PC, you’re sitting on a goldmine. I use my own computer for online gaming, training neural networks, and building AI products—all powered by the same GPU. That graphics card you rely on for stunning visuals? It’s also perfect for AI tasks like machine learning and data processing. Your gaming PC is already halfway to being a better, more versatile machine—it just needs a little push to unlock its full potential.

    Three Easy Upgrades to Make Your PC Better

    Ready to supercharge your computer? Here are three straightforward upgrades to boost its performance for gaming, AI, and even everyday multitasking: 

    These upgrades don’t just make your PC better for AI—they’ll also improve gaming performance and keep your system snappy for years to come.

    Upgrade Your Way to a Better Computer

    Photo by Nathan Anderson on Unsplash

    Why spend thousands on a new AI PC when you can upgrade your existing one for less? Take a $1,500 gaming PC: with $500–$1,000 in upgrades, you could turn it into a machine that rivals a $3,000 AI-capable setup. Not only is this the smart, budget-friendly choice, but it also boosts your computer’s gaming power and extends its lifespan. Upgrading isn’t just about adding AI capabilities—it’s about making your whole system better.

    DeepSeek Unchained

    Once you’ve upgraded your PC, DeepSeek Unchained is a great app to show off your computer’s capabilities. DeepSeek is a smart and powerful chatbot that runs locally on your machine.

    Sign up for our email list below to be the first to know when DeepSeek Unchained launches on the App Store!

    Conclusion

    You don’t need a brand-new computer to stay ahead in gaming and AI—just make your current one better. With a few smart upgrades your PC can run DeepSeek Unchained smoothly, locally, and without any hitches. Start planning your upgrades today, and sign up for DeepSeek Unchained to show off your computer’s full potential!

  • Coming Soon! (The AI You Never Knew You Needed)

    Coming Soon! (The AI You Never Knew You Needed)

    Coming Soon! (The AI You Never Knew You Needed)

    I’ve been having a nice conversation, off and on for months with ChatGPT. It’s starting to feel like a warm acquaintance. I rarely second guess its suggestions anymore. But then it will ask for personal details, basically anything numerical. I leave the tab and work on something else. I would rather have this conversation with a private chatbot. I don’t like to have to keep a tab open on my browser for whenever I have a question for my acquaintance. And then, just when the conversation is getting good, it tells me I’ve exceeded my daily limit of queries.

    DeepSeek Unchained

    A change is coming. DeepSeek Unchained can become a friend, because I don’t have to worry about any other random AI company using my personal data to train their chatbot.

    DeepSeek R1 is like ChatGPT but with far better AI, running silky smooth on your own private computer. While you use DeepSeek R1, you’ll get detailed responses and see the AI’s thought process in real time.

    You also don’t have to worry about DeepSeek Unchained forgetting what you’re talking about. That’s because it has memory banks that store your private information, and then you can retrieve any part of it when you ask it questions about your data.

    When you download DeepSeek Unchained, you’re not just getting a tool; you’re gaining control. No more relying on shaky internet connections or trusting distant servers with your personal info. For owners of premium Macs or PCs, local apps utilize your hardware’s full potential, delivering speed and reliability that web-based tools can’t match. And with AI becoming a daily companion, the demand for private, powerful software downloads has never been higher.

    What Sets DeepSeek Unchained Apart

    DeepSeek Unchained isn’t just another app—it’s a new day for Mac and Windows users. Here’s why:

    • Runs Locally: Install it on your high-end Mac or PC, and it works entirely offline. No cloud, no compromises.
    • Privacy First: Your conversations stay on your device
    • Memory Banks: This app remembers what you tell it, so you can pick up where you left off or ask it to search your past inputs for answers.
    • Real-Time Insight: See the AI’s thought process unfold as it responds, making it easier to steer conversations and dig deeper.

    I want an AI that feels like a friend—one that knows me, respects my privacy, and runs silky-smooth on my own computer. That’s DeepSeek Unchained.

    DeepSeek Unchained vs. Other AI Apps

    You might be thinking, “What about ChatGPT?” It’s a fair question. ChatGPT is great for quick chats, but it’s cloud-based, meaning your data leaves your device.  Its subscription base means you’re capped by daily limits or internet access. DeepSeek Unchained stops all that noise:

    • Privacy: your info never leaves your computer.
    • No Limits: Ask as many questions as you want, whenever you want.
    • Hardware Power: Built for high-end Macs and PCs, it’s faster and more responsive than browser-based alternatives.

    If you’ve ever hesitated to share personal details with an AI or wished for a more consistent experience, DeepSeek Unchained is the app you’ve been waiting for.

    Conclusion

    I imagine myself closing that permanently open ChatGPT browser tab. I can when DeepSeek Unchained is available in app stores and on its website. I can say goodbye to my chatbot acquaintance, and start a new friendship with my local chatbot. I can tell it all my numbers—health, taxes, finance, friends…and it will remember them! It can answer any new health concerns I have, help me with my taxes, help me to save money, help me plan get-togethers with my friends…the list goes on and on. I can’t wait!

    Your high-performance Mac or PC deserves software as cool as it is—and your need for privacy deserves respect. DeepSeek Unchained delivers both, making it the best app for anyone craving a personal, powerful AI experience. Say goodbye to cloud constraints and hello to an AI that’s truly yours. Sign up for the email list below, and be the first to download the app when it drops, and discover what local AI can do for you.

  • The Ultimate Guide to Building an AI PC if you Have your Head in the Sand

    The Ultimate Guide to Building an AI PC if you Have your Head in the Sand

    The Ultimate Guide to Building an AI PC if you Have your Head in the Sand

    Is it me, or do you feel all isolated when you bring up the subject of AI? It’s the topic that feels too new, too technical, or just too overwhelming to bring up unless you’re a serious programmer. If you’ve been burying your head in the sand because of AI, you’re not alone. But here’s the good news: you don’t need to be an expert to use AI on your own Mac or PC. I figured out the secret–you just need the right hardware.

    In this guide, I’m sharing my secrets for building or buying an AI PC. This PC will be able to run DeepSeek for Windows—a user-friendly AI chatbot that lets you run the smartest AI on your private computer. I’ll tell you three things to keep in mind when choosing your PC. By the end, you’ll know exactly how to get started.

    Why You Need an AI PC (and What That Even Means)

    Let’s start with the basics: an AI PC isn’t just any ole computer. It’s a machine that’s purpose-built to handle the demands of artificial intelligence, including handling very large collections of PDF documents, teaching an AI to do smart things by showing it lots of data, (training an AI), or doing complicated math. Unlike your everyday PC, an AI PC is very similar to a gaming PC, which needs specific hardware to do what it does.

    Here’s a trap: lots of people try running AI on their computers, only to find they’re stuck with the weakest models—or worse, constant crashes. A lot of PCs simply don’t have the muscle to power a smart AI. That’s why understanding the right setup is pretty important, no matter whether you’re building from scratch or just buying a pre-built gaming PC. What makes an AI PC work?

    CPU vs. GPU

    First revelation: not all AI PCs are controlled the same way. The difference between CPU and GPU is really at the core of the setup you’re trying to build.

    CPU (Central Processing Unit)

    Photo by Olivier Collet on Unsplash

    This is, of course, your PC’s brain, which is good at sequential tasks like running your operating system or browsing the web. For AI, a multi-core CPU helps, but it’s just not built for the kind of massive parallelism that AI needs. It processes tasks one at a time, more or less, so it’s going to be slow for an AI.

    GPU (Graphics Processing Unit)

    Photo by Ilias Gainutdinov on Unsplash

    Originally built for rendering game graphics, GPUs have highly specialized processors that are built for stuff like rendering 3D graphics and doing matrix algebra, which is what AI really is at its core. They can handle thousands of calculations at the same time which makes them perfect for an AI to do all those matrix calculations. What would take hours for a CPU can be done in WAY less time on a GPU.

    If you remember anything, remember this: if you’re building or buying an AI PC, make sure to get the biggest and best GPU you can afford. The more memory it has, the better it will perform in terms of speed of output and strength of its smarts. A GPU with lots of memory (at least 24GB) will make all the difference, trust me. The CPU is still important, but the GPU makes a much bigger difference in how you experience a smart AI like DeepSeek.

    Memory

    Photo by Andrey Matveev on Unsplash

    Second revelation: for AI, memory is more important than processing speed—way more. This is different from gaming, which needs speed much more than massive amounts of memory. AI thrives on having enough memory to store and process documents and your questions and answers.

    There are two key types of memory in a PC (or laptop—which I forgot to mention earlier):

    • System RAM: This is your PC’s working memory. More RAM lets you work with bigger datasets and complex models without slowdowns. 32GB, in my opinion, is the absolute minimum amount of RAM you want in your AI PC. If you can afford to max out your RAM, do it. You’ll appreciate it.
    • GPU VRAM: This is the memory on your GPU, and only the GPU. GPU memory isn’t shared with CPU memory. Well, not on Windows PCs. That’s only on Apple Silicon right now. But, since AI is built to run on the GPU, VRAM is what you want. With too little, you’ll hit a wall—models won’t load, or your system will crash. Aim for the maximum you can afford. On a Windows PC, unlike an Apple Silicon PC, you’re limited to about 24-32GB of VRAM on a single GPU. You could add multiple GPUs to your PC, up to four last I checked, but it can get very expensive. Not only is each GPU costly, but you’ll also need to add more electrical power just to get them to work. Adding electrical power to a PC could require you to buy a higher-wattage power supply, or an entirely new computer.

    For DeepSeek for Windows and similar apps, having a lot of memory means you can run the AI at its smartest. AIs love memory. The more it has the smarter, faster, and more capable it is.

    Building vs. Buying an AI PC

    Third revelation: you’ve got two paths to an AI PC, each with a trade-off—smarter and slower vs. unremarkable and faster.

    Building Your Own AI PC

    Photo by Daniel Leżuch on Unsplash

    Pros:

    • Customization: You can pick any GPU available, and upgrade individual parts if you need, say, more RAM.
    • CostEffective: You can save a lot of money by buying a lesser known brand or choosing to trade performance for value.
    • Hands-On Fun: It’s lots of fun to learn how your PC works as you build it.

    Cons:

    • Time Sink: Research and assembly take effort. Plus, everything changes so fast that a lot of what you learn will be out of date in another year.
    • Tech Skills Needed: Some of these PC parts don’t work together as well as the manufacturer would like you to think. Unless you’re comfortable installing hardware drivers, you’re going to learn some patience.
    • Support: Getting support from multiple manufacturers can be a challenge. You’ll have to know a bit about what’s wrong, so you know which of the several manufacturers to reach out to.

    Buying a Pre-Built AI PC

    Photo by Alienware on Unsplash

    Pros:

    • Plug and Play: Unbox your new AI PC, put it on a desk and plug everything in. Not much more to it than that.
    • Support: If something goes wrong you have a single point of contact, with a single manufacturer. The manufacturer’s support can help you track down an issue without you having to learn everything about your PC first.
    • Balanced Builds: A PC that is purpose-built for AI will have the parts and drivers that will give you the best possible experience using AI.

    Cons:

    • Pricey: A pre-built AI PC can get expensive because you’re not paying for individual parts, but the whole. The manufacturer has tested everything to make sure it all works together, and they will charge you extra for the convenience.
    • Limited Options: Unlike the custom-built PC, you may not have access to all the options you want. Manufacturers assemble PCs to give you value at a price you will pay. Sometimes that means that some stuff you want is only available at a higher price point, or just not available at all.
    • Unnecessary add-ons: Don’t even get me started on bloatware. You’ve probably already got Microsoft Office or some other set of applications you use. But, a new pre-built PC will still come with a trial version of Office, and some third-rate game you’re never going to play.

    The trade-off? A “smarter and slower” build prioritizes CPU memory for GPU power—which, while not perfect for AI, can get you a smart AI that’s kind of slow to answer your questions. An “unremarkable and faster” setup leans on GPU speed. This is great if what’s important to you is an AI that’s smart enough to get the job done, and fast enough to get it done productively. For the DeepSeek app, to go smarter—CPU memory matters most. But again, if you can afford it, get a GPU with lots of memory, or even multiple GPUs if your budget allows.

    Optimizing Your AI PC for the DeepSeek App

    Meet the DeepSeek app: an offline AI chatbot for Mac and Windows that’s as easy to use as installing a game. It turns your high-performance PC into a personal (and private) AI—no cloud, no subscriptions, just raw smarts that is all yours.

    To run it smoothly, aim for:

    • GPU: Nvidia with 24GB+ VRAM (e.g., Nvidia RTX 4090, or AMD RX 7900XT).
    • RAM: 32GB minimum. 64GB or more for best performance.
    • Storage: You’ll definitely want an SSD so you can load a huge AI model quickly.

    With this setup, DeepSeek for Windows transforms your PC into a state-of-the-art ChatGPT replacement.

    Common Mistakes to Avoid

    • Weak, low memory GPU: A low-end GPU will have trouble with DeepSeek for Windows.
    • Low CPU Memory: If you have a weaker GPU you certainly want to have a lot more CPU RAM. Too little of either kind of memory and you won’t have enough a smart AI like DeepSeek.
    • Poor Cooling: AI is so demanding on a PC that needs constant cooling. This isn’t a problem on pre-built PCs, but custom built ones need to take special care not to overlook a proper cooling system. Overheating is the enemy of high-performance PCs.
    • Locked Systems: You don’t want to be locked into the present. Make sure you can upgrade your computer for the future.

    Though I’m a wannabe tech guru, you don’t need to be one have ChatGPT level AI on your own Windows PC. By

    • understanding the difference between CPU vs. GPU memory,
    • prioritizing memory over speed, and
    • choosing between a smarter or faster setup, you’re ready to build or buy an AI PC that delights you.

    DeepSeek for Windows makes it even easier by letting you have ChatGPT privately, without censorship or loss of privacy.

    Ready to climb out of the sand and dive into the ocean? Download DeepSeek for Windows today.

  • Best Apps for Your New Windows PC: Boost Your Productivity

    Best Apps for Your New Windows PC: Boost Your Productivity

    Best Apps for Your New Windows PC: Boost Your Productivity

    I like my laptops Apple, and my desktops Windows. So, when I upgraded my laptop, my transformation was not complete until I bought my fat new desktop PC. Then it was time to choose the right apps to really make it sing. While I was at it, I thought, why not make a guide to help others find the right apps?

    Don’t worry if you’re not a tech expert—this guide is for you. I’ve found the best productivity apps and essential utilities to help you stay organized, manage your time, and get stuff done. Plus, I’ll sprinkle in some AI-powered tools (including one you’ll really want to check out) to make your life even easier. Ready to transform your new PC? Let’s dive in.

    Must-Have Productivity Apps

    Great productivity starts with great tools. I’ve broken this down into four categories: task management, note-taking, time management, and focus. These apps are easy to use, perfect for beginners (and non-beginners too, if we’re being honest), and packed with features to help you grow.

    Task Management

    Microsoft To Do is a great starting point. It ties into Microsoft 365, so it feels familiar if you’re already using those. You can make lists, set reminders, and check off tasks with a satisfying click. It’s simple, free, and perfect for getting organized.

    Maybe you’re ready for the next level of organization. Todoist syncs across your PC, phone, and tablet, so your tasks follow you everywhere. It’s great for sorting projects, setting priorities, and staying on top of busy days. If you’ve got a lot going on, this one’s a winner.

    Note-Taking

    OneNote often comes with Windows, and it’s decent. It’s kind of like a digital notebook where you can type, sketch, or clip stuff from the web. It syncs to the cloud, so your notes are always accessible. It’s flexible and free—ideal for students, professionals, or anyone with ideas to capture.

    If you need more, try Evernote. It’s been around a long time. Almost as long as OneNote. Use it for saving articles, images, or notes, and its search feature even finds text in pictures (like a photo of a whiteboard). It’s a productivity booster for folks like me who struggle to stay organized.

    Time Management

    Time is precious–and one of these apps helped me stop wasting so much of it. Can you spot which one?

    Toggl Track makes time tracking simple. Click to start a timer, log what you’re doing, and get reports to see where your hours go. It’s perfect for freelancers and students.

    For teams or just you, Clockify offers a free plan with big features. Track time, manage projects, and even collaborate with others. It’ll work if you need to stay accountable or bill clients accurately.

    Focus and Concentration

    Forest gamifies focus. Plant a virtual tree when you start working; it grows if you stay focused but dies if you get sidetracked. Way to use distraction to stop distraction! It’s fun, motivating, and even helps plant real trees through a cool partnership.

    Want to keep it serious?  Freedom blocks distracting sites and apps, ie social media or games across your devices. It’s a lifesaver for remote workers or anyone who wants to lock in and get stuff done.

    AI-Powered Productivity Tools

    If you’re writing emails or reports, Grammarly uses AI to catch typos, fix grammar, and polish your style. It works in real-time, so you sound like you know what you’re talking about, even on the spot.

    I hate it when my hand, err, computer locks up when I’m taking notes in meetings. Otter.ai transcribes audio—like lectures or calls—into text you can search later. It’s a huge time-saver for capturing ideas without missing a word.

    When you’re setting up your new PC, you’ll want to check out the DeepSeek app. It’s a really clever AI language model that you can download directly to your computer. It works similar to ChatGPT, but with an important difference – everything stays completely private, so your data isn’t being used to train AI systems. There aren’t any subscriptions or usage fees to worry about – just a one-time payment and you’re good to go. You can find it right here if you want to take a look.

    Essential Utilities for Your New PC

    File Management

    Windows Explorer is fine, but Total Commander kicks it up a notch. With dual pane browsing and tools for renaming or comparing files, it’s great for organizing big batches of stuff.

    System Optimization

    • CCleaner—I’ve been using this one since the very beginning

    Your PC can get cluttered with junk files and old data. CCleaner sweeps it away, keeping things fast and freeing up space. It’s like a tune-up for your new machine. It’s gotten a little cluttered with monetization, but it’s still the best of its kind.

    Communication

    Working with a team? Slack keeps chats organized in channels, plus it plays nicely with other tools. It’s perfect for staying in touch, whether you’re at home or in the office.

    Already using Windows? Microsoft Teams is integrated into other windows apps. Chat, video call, and share files—all tied into Microsoft 365. It works for remote work or group projects.

    Web Browsers

    Chrome is lightning-fast and loaded with extensions, like Grammarly or Todoist to tweak your browsing. It’s a productivity champ.

    That being said, if you care about privacy, Firefox offers strong protection and tons of customization. It’s a great alternative with its own extension library.

    Integrating Apps for a Seamless Workflow

    The real power comes from mixing these apps into a workflow that works for you. Here’s a sample to try:

    • Plan tasks in Todoist to map out your day.
    • Track time with Toggl Track to spot where you’re spending it.
    • Take notes in OneNote, then
    • polish them with DeepSeek’s AI smarts.
    • Focus using Forest to block distractions.
    • Connect with Slack or Teams to keep your team in the loop.

    Tweak this however you like—productivity is personal, so find what clicks for you.

    Conclusion

    I found that the only thing more exciting than a new PC is one customized to help keep me productive (gotta make that money). With the right apps—from task managers to AI helpers like the DeepSeek app—you can make it work for you, not against you.

    Play around with these tools and see what sticks. The perfect setup is out there, and it’s yours to discover. As tech keeps evolving, tools like the DeepSeek app show how powerful and easy productivity can be. So go ahead—dive in and make your new PC truly yours!

  • How to Download and Install the ChatGPT App on Mac and Windows: A Complete Guide

    How to Download and Install the ChatGPT App on Mac and Windows: A Complete Guide

    How to Download and Install the ChatGPT App on Mac and Windows: A Complete Guide

    When OpenAI released ChatGPT, I was amazed with its ability to generate texts for conversations, and how it could help with problem solving and content creation. While most people use the web version, the ChatGPT desktop app for Mac and Windows offers a more streamlined experience tailored to your computer. Whether you’re a Mac enthusiast or a Windows user, I created this guide to walk you through downloading and installing the ChatGPT app with ease. I’ll also cover troubleshooting tips and how to get started, ensuring you unlock the full potential of this powerful AI tool.

    Why Download the ChatGPT App?

    The ChatGPT desktop app brings several advantages over its browser-based counterpart:

    • Faster Access: Launch it directly from your desktop without opening a browser.
    • Offline Viewing: Access past conversations even without an internet connection.
    • Enhanced Features: Enjoy app-specific functionalities like voice chat and customizable settings.

    From drafting emails to brainstorming ideas or learning new topics, the app fits seamlessly into your workflow, making it a must-have for productivity and creativity.


    Downloading and Installing ChatGPT on Mac

    Go to Windows Guide

    System Requirements

    • Operating System: macOS 14 (Sonoma) or later
    • Hardware: Apple Silicon (M1 or better)

    Step-by-Step Guide

    Visit the Source: Go to the official OpenAI website or open the Mac App Store. For Windows go to the Microsoft Store.

    Find the Download:

    • On the website, navigate to the ChatGPT section and select the Mac version.
    • In the App Store, search for “ChatGPT” and locate the official app by OpenAI.
    • Download the App: Click “Download” (website) or “Get” (App Store). The file will save as a .dmg.
    • Install the App: Open the downloaded .dmg file, then drag the ChatGPT icon into your Applications folder.

    Launch ChatGPT: Open the Applications folder, double-click ChatGPT, and sign in with your OpenAI account.

    “Developer Cannot Be Verified” Error: Right-click the app, select “Open,” and confirm to proceed.

    Compatibility Problems:

    • Ensure your macOS is updated via System Settings > Software Update.
    • App Won’t Launch: Verify your Mac meets the requirements or reinstall the app.

    Downloading and Installing ChatGPT on Windows

    System Requirements

    • Operating System: Windows 10 or later
    • Hardware: 64-bit processor

    Step-by-Step Guide

    • Go to OpenAI’s Website.
    • Locate the Download: Find the ChatGPT section and select the Windows version.
    • Download the File: Click “Download” to get the .exe installer.
    • Run the Installer: Double-click the downloaded file and follow the on-screen prompts (e.g., agree to terms, choose install location).
    • Launch the App: Open ChatGPT from the Start menu or desktop shortcut and log in.
    • Installation Fails: Right-click the .exe and select “Run as Administrator.”
    • Crashes on Startup: Update Windows via Settings > Windows Update or reinstall the app.
    • Conflicts with Software: Temporarily disable antivirus during installation if issues persist.

    Getting Started with the ChatGPT App

    Once installed, the ChatGPT app is intuitive to use:

    Basic Features:

    • Type a prompt (e.g., “Write a thank-you note”) and press Enter for a response.
    • Click the microphone icon for voice chat—perfect for hands-free use.

    Maximizing Potential:

    • Adjust settings (e.g., response tone or length) via the app’s preferences.
    • Use it for tasks like coding snippets, drafting essays, or planning projects.

    Try this example: “Generate a 5-day travel itinerary for Paris.” The app will deliver a detailed plan in seconds!

    Other Ways to Chat

    Something I really like about ChatGPT is how easy it is to download and use. You can have daily conversations with your AI buddy. Then you run out of time. You might even have to return the next day to finish your chat. If you can remember what you were talking about…

    That’s the downside of a subscription based service. Also, do I really want to feed the Internet with stories of that weird boil on my left leg? I wish I could talk to it about private things.

    That’s where the DeepSeek app comes in. Just like the ChatGPT desktop app, you download it to your computer and can chat about anything. But this one is local, offline, and completely private. I could tell it about that weird boil, or even paste some of my bank statements without worrying about that info being used to train the AI.

    The app is designed as a one-time install, no-subscription model, focusing on high-end hardware users with its offline-capable, high-performance hardware integration. This allows users to run the AI directly on their devices, offering greater privacy, reduced latency, and no need for the Internet.

    I love that you don’t need to watch videos or read long tutorials to download DeepSeek. Just go here.

    Frequently Asked Questions (FAQ)

    • Is the ChatGPT app free? Yes, it’s free to download and use with a basic OpenAI account.
    • Does it require an internet connection? Real-time responses need internet, but past chats are viewable offline.
    • How do I update the app? You’ll get in-app notifications; follow the prompts to install updates.
    • Can I use it offline? Only for viewing history—active use requires a connection.
    • Is there a mobile version? Yes, available for iOS and Android via their respective app stores.

    Conclusion

    For all the power of ChatGPT, I was surprised at how easy it is to download and install it. With this guide, you’re equipped to get started effortlessly, troubleshoot any hiccups, and make the most of its features. Visit openai.com to download it today, and explore the OpenAI community forums for more tips and inspiration.