{"id":878726,"date":"2026-10-11T16:24:19","date_gmt":"2026-10-11T16:24:19","guid":{"rendered":"https:\/\/www.newsbeep.com\/us\/878726\/"},"modified":"2026-10-11T16:24:19","modified_gmt":"2026-10-11T16:24:19","slug":"learning-to-use-local-ai-is-exciting-overwhelming-and-frustrating","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us\/878726\/","title":{"rendered":"Learning to use local AI is exciting, overwhelming, and frustrating"},"content":{"rendered":"<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b2 _18mzr4b0 _18mzr4b7 _18mzr4b5 _19wv7tc1 _18mzr4bb\">I\u2019m embarking on a journey I\u2019ve so far been hesitant to go on: actually using AI on the regular. Giving my most personal data to cloud services has been a major hold up for me, but it\u2019s increasingly possible to run powerful models locally to see what they\u2019re capable of. Is this tech so useful that it\u2019s worth throwing gobs of money at a computer or a laptop with lots of overpriced RAM? I\u2019ll try to help you find out. I\u2019m not an AI expert, it\u2019s going to be a journey for me, but maybe I can help you see if that journey is worth taking \u2014 and I\u2019ll be posting my way through it.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">A big part of Apple\u2019s pitch for its new Mac desktops is how good they are for local AI, and there\u2019s an entire line of new <a href=\"https:\/\/www.theverge.com\/tech\/940589\/nvidia-rtx-spark-n1-n1x-laptop-desktop-pc-cpu-gpu-ai-release-date\" rel=\"nofollow noopener\" target=\"_blank\">RTX Spark<\/a> <a href=\"https:\/\/www.theverge.com\/news\/989133\/nvidia-rtx-spark-laptops-n1x-specifications\" rel=\"nofollow noopener\" target=\"_blank\">Windows machines<\/a> <a href=\"https:\/\/www.theverge.com\/tech\/1006356\/microsoft-surface-laptop-ultra-behind-the-scenes\" rel=\"nofollow noopener\" target=\"_blank\">landing<\/a> <a href=\"https:\/\/www.theverge.com\/news\/1006378\/microsoft-surface-laptop-ultra-pricing-release-date\" rel=\"nofollow noopener\" target=\"_blank\">imminently<\/a> with <a href=\"https:\/\/www.theverge.com\/gadgets\/1007040\/nvidias-powerful-rtx-spark-laptops-can-cost-up-to-7000\" rel=\"nofollow noopener\" target=\"_blank\">up to 128GB of RAM<\/a> aimed at using agentic AI. Local AI and agents are just, like, so hot right now. But, in all seriousness, the thought of having a little gofer living solely in the box on my desk that answers only to me and not overlords from OpenAI, Google, Microsoft, or Anthropic hits a bit different than trusting cloud services or subscribing to a chatbot. Don\u2019t get me wrong, there\u2019s still no way I\u2019m gonna have it write for me, edit for me, or generate <a href=\"https:\/\/www.404media.co\/we-are-living-in-a-chatgpt-flyer-pandemic\/\" rel=\"nofollow noopener\" target=\"_blank\">ugly fliers<\/a>. But now, with some privacy on my side maybe I can finally think of useful busy work to \u201ctrust\u201d it with.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">So as part of my ongoing testing of the <a href=\"https:\/\/www.theverge.com\/tech\/998040\/apple-mac-studio-m5-ultra-initial-impressions-testing-review\" rel=\"nofollow noopener\" target=\"_blank\">M5 Ultra Mac Studio<\/a>, as well as experimenting on other Mac and Windows systems, I\u2019ve installed some local LLMs and I\u2019m beginning to tinker. Here\u2019s how things are going.<\/p>\n<p>1\/4Hermes Agent can be used with cloud or local models.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">I started by installing the open-source <a href=\"https:\/\/hermes-agent.nousresearch.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Hermes Agent<\/a> on the Mac Studio. Hermes is a self-hosted AI agent desktop app that works on macOS, Windows, and Linux. It\u2019s completely free to use if you stick to local LLMs. Since this M5 Ultra Mac Studio has 256GB of unified memory, I could run just about any model I want. This is how things quickly get overwhelming. There are <a href=\"https:\/\/huggingface.co\/models\" rel=\"nofollow noopener\" target=\"_blank\">more models out there than I can count<\/a>, and some have specialized uses. Generally, models with many billions of parameters are able to do more than smaller ones with only a few billion. And since we don\u2019t have to worry about paying for tokens when running a model locally, I figured I\u2019d go big to start.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Using Hermes\u2019 straightforward onboarding interface and model picker, I chose the <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.8-Flash-Next\" rel=\"nofollow noopener\" target=\"_blank\">Qwen 3.8 Flash Next<\/a> model \u2014 a 125-billion parameter model that\u2019s around 105GB in size. I also plan on spending some time with much smaller Qwen models on devices like an M6 Mac Mini, M5 MacBook Air, an Asus TUF Gaming A14 with AMD Strix Halo processor, and, eventually, RTX Spark. (Care to share what local models and hardware you use? You know where to leave your comments. \ud83e\udee1)<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">It wasn\u2019t long to get up and running with Hermes and Qwen, and even make them controllable via my phone by using a <a href=\"https:\/\/telegram.me\/BotFather\" rel=\"nofollow noopener\" target=\"_blank\">Telegram bot<\/a>. But then, I was presented with my usual nemesis when it comes to using AI: the text box.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">\u201cWhat do I do with this thing?\u201d<\/p>\n<p><a class=\"_1pegheu1\" href=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/hermes-telegram-daily-briefing-cron-job.jpg?quality=90&amp;strip=all&amp;crop=0,0,100,100\" data-pswp-height=\"2165\" data-pswp-width=\"1080\" target=\"_blank\" rel=\"noreferrer nofollow noopener\"><img alt=\"My Hermes daily briefing, sent to me daily via Telegram. Basic, I know.\" data-chromatic=\"ignore\" loading=\"lazy\" decoding=\"async\" data-nimg=\"fill\" class=\"i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' %3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mN8+R8AAtcB6oaHtZcAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\"   src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/10\/hermes-telegram-daily-briefing-cron-job.jpg\"\/><\/a><\/p>\n<p>My Hermes daily briefing, sent to me daily via Telegram. Basic, I know.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">First up, to get things going, I followed some helpful <a href=\"https:\/\/www.youtube.com\/watch?v=Ta2wg6xPaY4\" rel=\"nofollow noopener\" target=\"_blank\">YouTube advice<\/a> and had Hermes make me a daily morning briefing \u2014 to just start small with a cron job and ensure things are working. It scans my email and calendar, tells me anything worth my immediate attention, and gives me a short weather report. It\u2019s not all that useful, and you obviously don\u2019t need a $12,000 computer to build it, but it\u2019s something I can develop over time. The brief kept failing to generate at first, but then I eventually figured out that macOS couldn\u2019t be asleep when the job fired up at 7:30am. Duh! It works like clockwork now, but I have to think of more info for it to pull for me to make the results more helpful.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">A more useful task was reorganizing my Steam library. I have over 400 games on Steam, and I recently started categorizing them for when I want to play something new on a whim. Steam doesn\u2019t categorize your games for you, so you instead have to do it manually, one-by-one. But here\u2019s where an agentic lackey could fit right in. I asked, \u201cCan you reorganize my Steam library?\u201d Hermes could see most of my games by just viewing the already installed Steam client. It quickly came up with some organization options for me. I decided to have it organize my games by genre, but leave some of my own specialized categories(favorites, co-op titles, party games, games to play with my wife, etc.).<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">You have to give a local AI some permissions over your machine for it to take actions for you, and in the case of my game library I had to register a <a href=\"https:\/\/steamcommunity.com\/dev\/apikey\" rel=\"nofollow noopener\" target=\"_blank\">Steam web API key<\/a> and give it to Hermes. Once it had that access, it only took a few minutes for it to churn through sorting all the games into categories. And the API key was easy to revoke right after, since I don\u2019t need it further. The idea is for it to just do this heavy lifting for me once, and then I\u2019ll file new games into the categories as I eventually buy them. It did a fine job overall, and now my Steam library is easily browsable.<\/p>\n<p><a class=\"xnv72h2\" href=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/Screenshot-2026-10-09-at-5.35.23-PM.png?quality=90&amp;strip=all\" data-pswp-height=\"1896\" data-pswp-width=\"2726\" target=\"_blank\" rel=\"noreferrer nofollow noopener\"><img alt=\"&lt;em&gt;Starting the process of having Hermes organize my Steam library.&lt;\/em&gt;\" data-chromatic=\"ignore\" loading=\"lazy\" decoding=\"async\" data-nimg=\"fill\" class=\"xnv72h7 xnv72h5 xnv72h4 i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' %3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mN8+R8AAtcB6oaHtZcAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\"   src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/10\/Screenshot-2026-10-09-at-5.35.23-PM.png\"\/><\/a><a class=\"xnv72h2\" href=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/Screenshot-2026-10-11-at-12.53.12-AM.png?quality=90&amp;strip=all\" data-pswp-height=\"2232\" data-pswp-width=\"3172\" target=\"_blank\" rel=\"noreferrer nofollow noopener\"><img alt=\"&lt;em&gt;The end result. Not bad.&lt;\/em&gt;\" data-chromatic=\"ignore\" loading=\"lazy\" decoding=\"async\" data-nimg=\"fill\" class=\"xnv72h7 xnv72h6 xnv72h4 i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' %3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mN8+R8AAtcB6oaHtZcAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\"   src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/10\/Screenshot-2026-10-11-at-12.53.12-AM.png\"\/><\/a>PreviousNext<\/p>\n<p>1\/2Starting the process of having Hermes organize my Steam library.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Another simple thing I did was data analysis. I had Hermes take a look at financial records to crunch some numbers for me, and I also had it make me a spec comparison spreadsheet for a new laptop. These are small things, but they\u2019re both tasks I cannot or will not trust with any cloud service \u2014 I don\u2019t want to upload that sensitive data to the cloud, and in the case of a new laptop, that info was under embargo. Keeping them on my computer was the difference in me using this tool or not.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">The bigger bit of automation I\u2019m currently working on is a script to run a series of laptop benchmark tests. I run all our benchmarks manually, and tending to a laptop to run a dozen or so tests \u2014 three times over, to take the average \u2014 is incredibly time-consuming. I\u2019d love to automate at least some of it. Even walking Hermes through all of the required procedures and getting it to spit out vibe coded Python scripts has been a bit of an endeavor, and it remains a work in progress. But I\u2019m hoping to make some positive headway.<\/p>\n<p><a class=\"_1pegheu1\" href=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/100926_Apple_Mac_Studio_M5_Ultra_local_AI_cluster_ADiBenedetto_0002.jpg?quality=90&amp;strip=all&amp;crop=0,0,100,100\" data-pswp-height=\"1360\" data-pswp-width=\"2040\" target=\"_blank\" rel=\"noreferrer nofollow noopener\"><img alt=\"Apple demoed this cluster of four Mac Studios wired up in a cluster for local AI at a briefing I attended last month. That\u2019s nearly $50,000 worth of compute.\" data-chromatic=\"ignore\" loading=\"lazy\" decoding=\"async\" data-nimg=\"fill\" class=\"i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' %3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mN8+R8AAtcB6oaHtZcAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\"   src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/10\/100926_Apple_Mac_Studio_M5_Ultra_local_AI_cluster_ADiBenedetto_0002.jpg\"\/><\/a><\/p>\n<p>Apple demoed this cluster of four Mac Studios wired up in a cluster for local AI at a briefing I attended last month. That\u2019s nearly $50,000 worth of compute.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">It\u2019s still early days of me working with Hermes, and I\u2019m hoping this is just the tip of the iceberg on the useful things I get it to do for me. But it\u2019s also clear that even these powerful local models don\u2019t make for a magical assistant that can do anything. Things still don\u2019t always work as intended \u2014 my daily briefing already broke, multiple times.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">I view Hermes and local AI as just a tool, a computer program to run on my computer. I don\u2019t want a digital friend. I\u2019m not saying \u201cthank you\u201d or \u201cplease,\u201d or typing \u201csorry\u201d when I change my mind on something. I\u2019m remaining as stone-cold and indifferent when ordering it around as I am clicking a mouse around an operating system.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _18mzr4ba _19wv7tc1\">I hope to remain vigilant and cautious while I continue testing and learning with local AI. Let\u2019s see where it takes me.<\/p>\n<p>Follow topics and authors from this story to see more like this in your personalized homepage feed and to receive email updates.Antonio G. 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