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We finally launched the Pi-Cast KVM project, a compact device that enables you to control other devices featuring HDMI and USB inputs — such as laptops, PCs, servers, and single-board computers — using your iPad, laptop, PC, or smartphone, without needing a traditional keyboard, mouse, or monitor. Additionally, it...

17,947 views • 2 years ago •via X (Twitter)

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This info about META will BLOW YOUR MIND American “I worked in IT for like 13 years” “I learned a lot about data privacy — and social media and what apps are notoriously bad when it comes to data privacy. At the very top of the list, the worst offender, the worst app for data privacy is Facebook Messenger” “Let me just explain this to you. If you have Messenger on your phone and you don't have any other apps by Meta, you don't have Facebook, Instagram, threads, nothing. If the only thing from Meta you have on your phone is Messenger and you connect to a WiFi, Messenger makes a map of that Wi-Fi network. - It collects information about every single device that is connected to that network - So every phone, every computer, every tablet, every printer, every camera, every thermostat, every smart TV, every Roku device, and on every single one of those devices - They're collecting the name of the device, the IP address of the device, what type of device it is, whether or not your device has access to that device And this doesn't just happen on your home network, it happens on every Wi-Fi network you connect to. —- And it's a lot more information than just, oh, there's 200 devices connected to this network. No, it's detailed information about every single device. Like, here's a mobile device connected - it's an iPhone - It's titled Jeremy's iPhone - It's running iOS version blank blank - Its IP address is blank blank blank blank - Its MAC address or its hardware ID is blank blank blank But they also collect a crap ton of information from your actual phone. Like - The names, phone numbers, email addresses, and social links of literally everyone in your contacts. - Your location history - Your browsing history. - A detailed list of every single app that you've ever installed - YOUR PASSWORDS - YOUR FINGERPRINTS - YOUR FACE ID Spoiler alert, it's not. Downloading Messenger means that you consent to their terms of service. You give consent just by downloading the Messenger app. Using the service and downloading the app gives consent. Consent for your phone to be used as a data collection device. To collect data about every place you go and every person you're in contact with. — Messenger is easily the worst one”

Wall Street Apes

215,676 views • 1 year ago

Right now our experience of the internet is in jeopardy. More than half of our interactions online and onchain come from non-human actors who are not identifiable, not accountable, not verifiable. That means as we look toward a stablecoin payment and AI agent enabled future, how are we going to facilitate payments if we don't know who we're paying? How will applications, display advertising, recommendations work if the counterparty who's interacting with those interfaces and in those digital spaces can’t identify itself as agent or human, or specific human? Or for things like onchain incentives, how can we ensure that tokens and value are arriving at the right users if we cannot tell Sybil accounts and redundant addresses from unique human beings? So for all of these use cases and more, things that touch enterprise and government as well, which we can get into later, we have a very glaring need to bring a layer of identity and trust to the internet that was originally built as a system, a network to communicate amongst computers, but lacked an identity system to acknowledge their users. That's the problem that we are solving with Billions Network. How can we make it really easy for you and the agents who serve you to prove who you are, your traits and capabilities and qualifications, in any space, physical or digital? What that means is that today Billions Network is the first universal human and AI network built with mobile first verification, so you can prove who you are and your agents can prove who they are, starting with comfortable experiences on the devices you already own. So no proprietary hardware. We do not rely on centralized servers to collect user data. Rather, your information, the sensitive data that makes you you, stays securely on your device. And we use zero knowledge proofs as a way to prove traits about you, such as the fact that you're over the age of 21, without revealing that sensitive personal data, such as what your exact birth date is. Source: Billions CEO Evin McMullen evin speaking at House of Chimera Spaces Event Dec 3, 2025

Billions Network

30,898 views • 8 months ago

🛜 Remember LAN parties? I do LAN means "local area network" and it was essentially the internet but locally only in your home or company in the late 90s and early 2000s So you could connect to other computers to play games or share files, kinda like Airdrop but via a cable and 30 years ago, people would even meet up at some person's house and bring their entire computer (back then a big PC tower, CRT monitor, keyboard and mouse) and everyone would connect to each other Which is were you'd get all the WaReZ games, MP3 music, etc. cause nobody had internet yet, or if you did it was super slow, so LAN was much faster to transfer files I know Windows 3.11 did have support for LAN networking via NetBEUI and it "should" work, but of course on I don't have a network cable that goes to an Ethernet network hub to other computers But...we could just act like we do? I asked AI to build a virtual Ethernet hub (a hub routes traffic) that acts like a local LAN, but instead of connecting physical computers in a home, it connects other browser sessions on the internet that have running Windows 3.11 open at any time, and with DHCP it can assign an IP to every browser session dynamically, so they literally all become part of a local LAN on the internet! It runs on a virtual NE2000 network card that sends its network data not to a network cable but via Websockets to wss://pieter.com And it works, well kinda, I just started and its' not perfect, but I'm able to PING in MS-DOS from one tab to the other! Next is setting it up inside Windows 3.11!

@levelsio

217,061 views • 1 month ago

Introducing the Clips chrome extension - the easiest way to send bug reports to agents with video, transcript, and browser debug info captured automatically. 100% free and open source. If you are like me and get tired of manually typing instructions to agents, attaching screenshots, pasting debug logs, and all of that, this might be your new favorite tool. With the Clips chrome extension, you can just click the Clips icon, hit record, and start talking. Visually demonstrate your issue, go through the flow, point out what’s broken. Clips will capture everything on your screen, plus network requests, browser logs, client errors, and all the details around them. And it redacts sensitive information. Then it gives you a link you can send to humans so they can play it and take a look. Or, more importantly, just give it to your agents by just pasting the URL to them. The link has special metadata for agents so just from the URL, the agent can pull all information from the clip automatically. No plugin or MCP server required. That means it can "see and hear" what’s in the video - read the transcript, grab snapshots at any timestamp, and inspect the logs and network requests that were shared with it. So whether you want to quickly demo an issue and send all that context to an agent, or get better bug reports from teammates, recording and sending Clips makes that super easy. Unlike expensive apps like Loom, this is all 100% free and open source. The framework that powers this, plus a bunch of other free applications, is open source too. You can just sign up and use it, or fork it and customize it to your needs. This, in my opinion, is the future of software. Rather than bloated SaaS that charges you a ton of money and still doesn’t even have the things you need, we get free open source canonical apps that you can fork and customize in any way you want. I'll link to all this stuff in the replies. If you try it, let me know your feedback.

Steve (Builder.io)

60,574 views • 1 month ago

ELON MUSK: DON’T TAKE ANYONE’S OPINION….GO TO THE SOURCE MATERIAL AND COMMUNITY NOTES TO SEE WHAT REALLY HAPPENED As soon as any company steps out of line and is willing to actually have the truth debated on their platform, it forces the other platforms to allow things to be more truthful, to not censor. Because their censorship becomes glaringly obvious And, you know, the best thing I found as a rebuttal, like if somebody, if there's a hoax, is just go to the source material. You know, if you think if somebody thinks, you know, it's, you know, Trump said that we should put Liz Cheney in a firing squad, I'm like, let me send you a link to X so you can watch his video. That's the best way. Don't take my opinion for it. Don't take anyone's opinion for it. Go to the source material and Community Notes Yes, and Community Notes is awesome. It's incredible because everybody gets checked, including me. And with Community Notes, all the software is open source, and all the data is open source, so you can recreate any given note independently. That's amazing. Yeah. That's how it should be. Total absolute transparency in every way Sometimes I get asked like, 'Elon, can you remove a note?' You know, mostly by the left, but sometimes by the right. I'm like, I don't even remove notes on my own account. Nothing. And, and by the way, everything is totally open. So if I did that, it would stick out like a sore thumb immediately. Like it's not going to be subtle That is the best counter to misinformation. Yes, absolutely. Like let everybody look at it and say, 'Okay, here's what the actual facts say.' Yes, exactly. The counter to misinformation is better information Not just that, but having it checked in real-time by the community. So you have millions of people that can go over it and debate whether or not this is true or that's true. Yes, and, and like I said, the best way to understand the truth of things is don't take anyone's opinion for it. Look at the source material Look at what someone actually said, look at what someone actually did, look at the real videos of the situation, and then you'll actually know what's real

X Freeze

589,152 views • 8 months ago

Introducing my newest app, TethrX, made with Grok 4.5 to access Grok Build on your phone. TethrX connects to Grok Build running on your own computer, so you can start a task from anywhere, follow Grok's reasoning as it works, approve every command before it runs, and review the code it writes. Your code never leaves your machine. The public TestFlight is now open, and a demonstration is below. You pair your phone by scanning a QR code, either on your local network or from anywhere through Tailscale. From there TethrX streams Grok's reasoning, tool calls, command output and file changes as they happen, and asks your approval before anything runs. Plan mode lets you read the plan before the work begins. When a task finishes you can review exactly what changed. TethrX lists the modified files in your project, shows a diff for each one, and lets you commit or discard the work without leaving your phone. The app supports slash commands, including /compact and any skills you have installed, along with voice dictation, queued messages and reusable prompts. Sessions can be searched and organised into folders, and you can pair several computers and switch between them. Siri can start a task or tell you what Grok is doing without opening the app, a home screen widget shows whether Grok is working, and a Live Activity tracks progress on your lock screen and Dynamic Island. Every session reports its context window, token usage and cost, the app can be locked behind Face ID, and your computer is kept awake for as long as a task is running. TethrX requires Grok Build installed and signed in on your computer, together with Node.js 20 or newer. A single command starts the bridge: npx tethrx-bridge TethrX is open source under the Apache License 2.0. Both the iOS client and the local bridge are available here: Grok 4.5 helped a lot, thanks to SpaceXAI for making Grok 4.5 exceptional.

Myrhe𝕩

13,099 views • 22 days ago

Future of all interfaces on a two wheeler - voice! We have been excited about it for a long time. Ather pretty much invented the concept of touch screens on 2Ws (being the first to do that on a production bike) and we continue to invest heavily into capabilities and feature sets on it. But even as we push the envelope on that front (almost half of our vehicles today ship with a touch TFT and 100% ship with on-board compute and connectivity) we believe the future could very well be one that does not need you to glance at the display at all. Using LLMs and natural language processing and bundling that inside our smart helmets (Halo) we believe that being able to ‘just tell’ your scooter what you want can be super intuitive. In fact far more intuitive than stationary applications like mobile phones, laptops etc. On a scooter you can’t operate touch while riding and we would rather have you glance as little as possible when in heavy traffic or at high speeds. Being able to just tell your Ather what you want, especially inside the cocoon of your helmet (or on any bluetooth headset really) is a significant tech and experience upgrade for riders: Navigation: “Take me to Nandi Hills,” “Navigate home,” “Let’s go to Cubbon Park,” “How far is the nearest charger?” “ETA to jaljog choraha?” "Time to stadium circle?" Vehicle Settings: “Decrease brightness,” or “Maximum brightness,” “Change Traction control to Rain,” “Magic twist, High,” “Share my live location.” Calls: “Call Rohit” - This is fully integrated with your existing contact list. Media controls: “Play the next song” “Pause” We unveiled it last year and have finally rolled out Voice on Ather to all our Gen 3 and above customers now. Do give it a try! Voice today is just the starting point. We believe we can build a ton of experiences for our riders on top of this capability. Next upgrade (soon): your Ather will talk and recommend things to you. Alerts, suggestions, feedbacks - proactively. Ather Energy

Tarun Mehta

12,550 views • 2 months ago

𝐈'𝐯𝐞 𝐟𝐨𝐮𝐧𝐝 Vultisig 𝐭𝐨 𝐛𝐞 𝐭𝐡𝐞 𝐛𝐞𝐬𝐭 𝐜𝐡𝐨𝐢𝐜𝐞. 𝐇𝐞𝐫𝐞'𝐬 𝐦𝐲 𝐭𝐨𝐩 𝐚𝐝𝐯𝐢𝐜𝐞 𝐟𝐨𝐫 𝐦𝐚𝐱𝐢𝐦𝐢𝐳𝐢𝐧𝐠 𝐬𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐚𝐧𝐝 𝐞𝐚𝐬𝐞 𝐨𝐟 𝐮𝐬𝐞: 𝐖𝐡𝐚𝐭’𝐬 𝐕𝐮𝐥𝐭𝐢𝐬𝐢𝐠? Vultisig is a multi-chain multi-signature wallet, which means it's like your bank's 2FA for blockchain transactions. Vultisig enables you to customize your security level based on your needs. You can set up transactions on your device and use another device to approve them. For an everyday wallet, set up a Fast Vault on a single device like your phone using Vultiserver. This allows you to make transactions swiftly without needing multiple devices to sign in. If you want a more secure yet accessible wallet, create a 2-of-3 Secure Vault using devices you have at least two of (e.g., laptop, tablet, and phone). Protect long-term assets by setting up a 3-of-4 Secure Vault with separate devices, minimizing the chances of theft or unauthorized access to the minimum required for signing. 𝐌𝐚𝐱𝐢𝐦𝐢𝐳𝐞 𝐕𝐮𝐥𝐭𝐢𝐬𝐢𝐠 𝐖𝐚𝐥𝐥𝐞𝐭 𝐒𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐰𝐢𝐭𝐡 𝐓𝐡𝐞𝐬𝐞 𝐓𝐨𝐩 𝐓𝐢𝐩𝐬 With numerous options and settings available, it's essential to follow best practices for optimal security. Keep these three key tips in mind: 𝐏𝐫𝐨𝐭𝐞𝐜𝐭 𝐘𝐨𝐮𝐫 𝐕𝐮𝐥𝐭𝐢𝐬𝐢𝐠 𝐖𝐚𝐥𝐥𝐞𝐭 𝐁𝐚𝐜𝐤𝐮𝐩𝐬: ➛ Secure multiple backups from each device and store them separately to avoid single points of failure. Keep backups in secure locations, such as encrypted cloud storage or separate, off-site devices like memory sticks or portable hard drives. ➛ Once your wallet is set up and all backups are made, remove the Vault Shares from every device and restore them from your backups. This ensures your backups are functioning and error-free. ➛ Before transferring significant funds, ensure your new wallet functions correctly by sending a small amount back to your old wallet. Once all checks are complete, you're ready to embrace the Vultisig experience! Do you have vulties? Click here to get started ☟ Join Vultisig dc to always get latest updates on Vultisig☟ Remember that anyone with enough backups to meet the signing threshold can access your funds. Safeguard backup files with strong passwords and store them across different devices and locations for maximum security. Please watch the video below to understand Vultisig better. If you have questions don't hesitate to leave a comment below, and I'll be happy to reply! 😊

𝗡𝗜𝗖𝗢𝗟𝗘✰

26,646 views • 1 year ago

💥 The Future Is Now: Pay Your Bills with Pi Using PrimePi Pay 💥 Powered by Pi. Built for the People. In a world racing toward decentralization and digital empowerment, one question still echoes for everyday people: When will crypto solve real problems? That time is now — and the answer is Pi Network. Introducing a revolutionary leap in the Pi ecosystem: a bold new app that finally lets you pay your real-world bills using Pi Coin (𝛑) — securely, instantly, and without relying on banks or middlemen. Welcome to PrimePi Pay — the bridge between blockchain freedom and the real-world responsibilities we all carry. 🔑 Why PrimePi Pay Matters Too many people are still stuck in a financial system that limits access, adds fees, and delays payments. Meanwhile, millions of Pioneers around the world have been quietly building a new financial layer — one mined on trust, time, and vision. Now it’s time to activate that vision. With PrimePi Pay, you’ll be able to: •Pay electricity, phone, internet, rent, and more using Pi •Scan bills and verify payment details with built-in AI tools •Send Pi directly to official businesses or trusted local agents •Track every payment inside your Pi wallet — fully transparent and secure ⚡ Real Utility. Real Adoption. Real Pi. This isn’t about hype. It’s about empowerment. You don’t need to convert to fiat. You don’t need to wait on banks. You don’t need permission. All you need is your Pi — and now, it can take care of your life’s most essential needs. PrimePi Pay is proudly powered by Pi — the people’s digital currency. 🧠 Powered by GenAI. Built by Pioneers. Using GenAI and Pi-native tools like Pi App Studio and Firebase, PrimePi Pay was created by Pioneers, for Pioneers. It’s simple. It’s powerful. And it’s laser-focused on solving real-world financial problems. It’s more than an app — it’s a global movement. You can even participate as a Prime Agent, helping users in your community pay bills while building a reputation inside the Pi economy. 🚀 PrimePi Pay: Just the Beginning As Pi Network continues its Open Mainnet expansion, PrimePi Pay will unlock: •Partnerships with major billers and utility companies •Mobile top-ups and rent payments in emerging markets •Local-to-global remittances, powered by trust and decentralization And guess what? It all starts with you. Your Pi. Your bills. Your power. 💬 Final Word: “One day, you’ll stop asking what Pi is worth. Instead, you’ll ask what you can do with it.” – A Pioneer of the New Economy Let’s make history. Let’s pay bills with PrimePi Pay. Powered by Pi. Designed for a new world. 💜🔌📲 #PrimePiPay #PoweredByPi #PiNetwork #PayWithPi #DecentralizeLife Pi Network Nicolas Kokkalis Chengdiao Fan

Mr Spock 𝛑

15,731 views • 1 year ago

Vallée and the Closed System: Are We Prisoners? 🧠👽 Vallée: "Are We Being Taken Over by a Species from Somewhere in Space That's Vastly More Intelligent Than We Are?" 👽🧠 "..the simulation...was a new concept that I initially rejected." ~Vallée "Is it looking for us to try to interact with it as equals or with parity?" ~Scafish "Nobody says that to Congress, and I think Congress should hear it." ~Vallée If, "it's a closed system, we're like prisoners and something is going to happen to us, and there is very little we can do." ~Vallée Turn the thermostat dial. "If the temperature doesn't change, then I know I'm inside a control system. So, we can do the same thing with UFOs, but we have to react. We have to, number one, acknowledge that it exists, and number two, we have to react to it." ~Vallée ~~~ I've been wanting to share this one for a while... Vallée: "So, he said, the question you have to ask about UFOs is, number one, is it a natural system or an artificial system...control system. And if it is a control system, is it open or closed? In other words, are we being taken over by a species from somewhere in space that's vastly more intelligent than we are?" (I've never heard him even suggest that possibility.) Vallée: "You know, as Dr. Garry P. Nolan says, you know, people who have had ten, you know, scientific revolutions, or a hundred or a thousand, and come here with superior science to do something... And in which case, you know, it's a closed system, we're like prisoners and something is going to happen to us, and there is very little we can do. Or, is it an open system where we can, in fact, communicate with it. And if we can communicate with it, then the question for me as an information scientist is, what are the modalities of the interaction, you know? It's not just can we learn their language? And they say, you know, 'We come in peace to save mankind,' or something. Or 'We will give you the cure for cancer' or something. I don't think it's at that level." (Will we ever be able to get answers to these extremely important questions? If it's an open system, how do we communicate with it? How do we provoke it to react? We know it reacts to anything nuclear but we still don't know why. This is why we need the USG (and other governments) to present evidence that shows the masses this is real and extremely important for our species to investigate. If that evidence exists and is shown, we'll have an easier time getting the world's best minds to join the effort in figuring out the best way to answer these questions. We still may fail but we should at least try.) Vallée: "I think it's a meta-system. It's not a system. And that's my fear...if we can circle back to your earlier question about, you know, about NIDS and about BAASS, what we did for the government and what we did for the Defense Intelligence Agency. Half of the budget was spent developing, you know, a super database. And we don't know where it went. I mean, I'm not cleared to know where it went." (On the contractor (BAASS) side, Bigelow should have all copies of what AAWSAP produced. And on the DIA side, Lacatksi said he put all of the digital files in a specific place that he didn't name. As long as someone didn't delete it all, it should still be there. Vallée has said that the Capella database has about 250,000 cases from around the world.) Vallée: "But that would be a very interesting question, because the people who are getting [the database] are getting raw data, which we have very well organized, all in English. So they have the luxury of, you know, we had five translators from French, English, Portuguese, Russian, you know, everything was translated in a single structure across fourteen databases. "That's what we need to answer the question about the control system, and it's not being done. And we hired a whole team that we had trained to work on it. So to rebuild that will take the next ten or fifteen years. And nobody says that to Congress, and I think Congress should hear it, because it's our money." (As long as names and personal details are scrubbed from that database, there is no reason NOT to release it to the public. This way, we can take it and use AI to help decipher patterns and maybe answer some of these questions. Can Congress help us get access to that database?) Vallée: "When you ask, is it a control system? That's a big question." Peter Scafish Peter Skafish - "You asked, at one point, whether the system is open or closed, and you said, additionally, I believe, if it's open, that it would be possible to communicate back to it. And it sounds to me like that's the key question for you. Is, if you can understand what what the system of symbols is, or the modalities of communication, then you can understand enough to engage in some kind of communication, or at least give some kind of response to show that you understand." Vallée: "Yes." Scafish: "So then the question, and we have a member named Jacqueline, who has asked this. Could the system be stimulating us - provided there is such a system - to interact with it, more as subjects or agents than as something like animals or objects? Is it looking for us to try to interact with it as equals or with parity?" (When people report getting injured or sick from being in close proximity to UAP, it suggests to me that the phenomenon won't go out of its way to avoid affecting us in a negative manner if we get in their its/way (assuming it even knows that close encounters with UAP are not good for humans). Kind of like how we treat lower lifeforms. If we encounter a wild rabbit crossing the road, many of us will do our best to avoid it, but not if it means damaging our car or ourselves in an accident. It may ruin our day if we hit it, but it won't stop us from driving again in the future. Do NHI have bad days if their tech injures us or makes us sick? I have no clue.) Vallée: "Well, what I saw in the notes you gave me, is she was also asking: Is it a control system because we think it is? And that's a very interesting question. Because we react to the UFO phenomenon, or the UAP phenomenon. And, you know, at this point when I think about what I'm going to do next in this research, if I'm given the the opportunity to live a little longer, I'm not going to go back and write any more computer programs. There are better people to do that now, they have the data, and we're in a different phase now. We're in a whole different system. I have the luxury of doing some experiments I wanted to do for a long time." (Would have liked Scafish to ask him: What types of experiments?) Vallée: "So, if you think you are inside the control system, there are things that you can do. Or, if you think you're inside the simulation, you know, which was a new concept that I initially rejected, and then, you know, Ray's (Kurzweil?) work and others have brought it back to the forefront. And we have to ask that at the same time. Can we test it? How would you test it? Well, if, you know, I'm here in my apartment, and the temperature is constant in this apartment. But outside, I can see it's cold, or I can see the sun is out and it's warm, and how come it's constant here? So this would lead me to think that there is a control system, namely a thermostat, that is somewhere. "So I can start looking around the walls, and if I see dial, I can turn it, or I could start a fire and see what happens, see if the temperature changes. If the temperature doesn't change, then I know I'm inside a control system. So, we can do the same thing with UFOs, but we have to react. We have to, number one, acknowledge that it exists, and number two, we have to react to it."

Joe Murgia

27,613 views • 8 months ago

BOOOM! WE DID IT! BRAINWAVE TO REAL-TIME MUSIC AI! It has been a life long decades quest to read brain activity and to convert it to words, and/or music, colors and/or images. Today I am very excited to announce with the assistance from Mr. Grok director of The Zero-Human Lab, we have solved brainwave to music and this is the absolute worse it will be. We found the code using an array of NeuroSky toy chips and our software pipeline connecting to open source ACE-Step 1.5 and a highly modified LoRA model we built for this. The lyric version is in testing now. This would mean that the model will interpret words from the brainwaves and music! Today we have the music side done and the quality and genera will expand. The is the worse it will sound. Your Brainwave Music™️will be cut into 2-5 minute pieces based on a number of factors. The specimen below is from a dream/hypnogogic state I was in last night and I have a recording of my thoughts after the state. The music was made in real-time and GUIDED the dream state with known technology like binaural beats (not easy to hear in this clip) and word back masking. This specimen below shows the interplay of my brain state to the music made by my brain and adjusted to produce profound insights. I solved a very difficult issue in this session with a new AI model. IT FREAKING WORKS! THIS IS OUR FUTURE OF MORE POWERFUL BRAIN FUNCTION! Our goal is to produce a portable device you wear and will be able to give real-time audio and PEMF (skull region), ultrasound (temple region) to maximize creativity and remote viewing. It is very early days but I wanted you to know first! YOUR support of my X account, just by reading this and sharing it, subscribing to my X, buying me a and becoming a member at supports this research. I will open source this at some point and build a device ANYONE can own. Thank you! I love you.

Brian Roemmele

198,508 views • 2 months ago

Don't Buy a Mac Mini for Clawdbot: The Secret $10,000 Architecture That Costs You Nothing clawdbot might be the reason you feel like you need a ten thousand dollar computer right now but i am about to show you why that fomo is going to leave you broke. if you have been watching everyone rush out to buy mac minis and mac studios just to run open claw or some local models you are witnessing a massive transfer of wealth from your pocket to apple for no reason. there is a specific setup i use that costs almost nothing and keeps my main machine safe from whatever these autonomous agents are doing. if you stick with me i will walk you through the exact architecture of a professional trading system that handles the heavy lifting without you needing to drop a single rack on hardware most people are scared of running these bots on their main computer because they don't want an agent messing with their personal files or browser sessions. instead of buying a second mac mini for six hundred dollars you can just go to the top left of your screen and create a brand new user profile. this acts like a completely isolated sandbox where you can install all your trading tools and agents without them ever seeing your main data. it is essentially like getting a free computer for the price of five minutes of clicking around your settings but what if you aren't on a mac or you need to access your system while you are traveling without carrying three laptops in your backpack. this is where the first loop of professional automation starts to close because i use something called chrome remote desktop to bridge the gap. this allows me to leave a dedicated machine running in a safe place while i access the full desktop environment from a tablet or a cheap laptop anywhere in the world. it solves the mobility issue but it still doesn't solve the problem of those massive ten thousand dollar price tags for high end mac pros if you are a pc user or just someone who doesn't want to own physical hardware yet you should look into a windows vps through a provider like contabo. most developers will tell you to use a linux terminal but if you aren't a coder yet you need a visual interface you can actually see. getting a windows server allows you to log in and see a desktop just like your home computer for about fifteen dollars a month. i usually recommend at least twelve gigabytes of ram to keep things from getting janky when you are running multiple browser windows and agents at once now you might be thinking that the whole point of the big hardware was to run local models like kimi or glm to save on api costs. i spent years thinking i had to own the machines myself and i even spent hundreds of thousands on developers before i realized i could just do this myself. the secret to running those massive open source models without the ten thousand dollar investment is renting gpu power by the hour. sites like lambda labs let you spin up a monster machine that can run any model in existence for just a couple dollars an hour this is the ultimate pivot because it allows you to test if your strategy actually prints money before you commit to the hardware. you can turn the server on when you are iterating and turn it off the second you are done which keeps your overhead near zero. if you haven't proven that your bot can pay for itself yet then buying a mac studio is just an expensive hobby rather than a business move. there is a much bigger loophole involving the anthropic subscriptions that most people are completely overlooking right now right now i am using a specific plan with claude code that costs about two hundred dollars a month but it lets me run open claw all day without hitting api limits. if i were paying for those same tokens through the standard api i would probably be spending hundreds of dollars every single day. it is a massive cost savings that allows you to iterate and fail until you find a winning strategy without draining your bank account. even if they eventually close this loophole or snitch on the usage patterns it serves as the perfect training ground for a data dog the goal is to find a system that works with a smaller or cheaper model like haiku before you ever try to scale up to the heavy weights. if you can make a strategy profitable using a less intelligent and cheaper model then you know you have found real alpha. once you have that foundation you can decide if it finally makes sense to build your own custom pc rig which will always be half the price of an apple machine. i am an apple guy so i usually pay the tax anyway but i only do it once the system is already generating enough to cover the cost ten times over i believe that code is the great equalizer because it took me from losing money and getting liquidated to having fully automated systems doing the work for me. i had to learn to live with the iterations and the failures on youtube to get to this point of clarity. the universe tends to get out of your way once you make a non negotiable contract with yourself to see the process through to the end. you don't need the flashy hardware or the most expensive setup to start winning in this game stay focused on the logic and the data rather than the hype and the fomo that everyone else is falling for. if you can master the bridge between renting power and owning your logic you will be ahead of ninety nine percent of the people in this space. the path to a fully automated life isn't paved with expensive gadgets but with the discipline to iterate until the system finally prints

Moon Dev

17,382 views • 6 months ago

GeoLibre v2.5.0 is here! GeoLibre is a free and open-source, lightweight, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data. It runs everywhere you do, in the web browser, on the desktop, on mobile, and inside Jupyter notebooks, all while keeping your data local and private. This release is about meeting you where your work already lives: open your QGIS and ArcGIS Pro projects directly, talk to your team on the map itself, explore hyperspectral imagery as a 3D cube, work in discrete global grids, and host sharing and live collaboration on your own server. It is also the most community-driven release so far: 121 pull requests and 52 issues closed in 8 days, from 14 contributors, 12 of whom sent their first contribution to GeoLibre in this cycle. Thank you all. What's new in v2.5.0 - Comments on the map: pin a comment to any location or feature, reply in a thread, resolve it when it is handled. - Live collaboration, on your own server: several people can open the same session and see each other's edits, cursors, and comments in real time. - QGIS and ArcGIS Pro project import: open a .qgs, .qgz, .aprx, or .mapx and get the layers. - Discrete global grids: three new DGGS plugins (A5, DGGRID, and DGGAL) render and identify cells over the current view, plus DGGS Generator, Binning, and Compact processing tools. - Hyperspectral data you can actually read: local NetCDF and HDF grids are colormapped in the browser, a cube gets an RGB band combination picked by wavelength. - Spectral profiles from a click: identify a pixel to chart its spectrum against wavelength. - Smart styling on add: every new layer arrives with its own color and geometry-appropriate sizing, and a Style suggestions strip offers one-click renderers. - Autosave, crash recovery, and project history, plus an Elements panel for managing every annotation from a list, a Layer Library for saving a fully configured layer and re-adding it to any later project, and project duplication and templates. - GeoLibre Desktop is on the Mac App Store, and Thai brings the shipped locales to 16 languages besides English, all at 100% coverage. Try it out - Launch GeoLibre Web: - GitHub: - Documentation: - Release notes: #GIS #Geospatial #OpenSource #RemoteSensing #DataVisualization #MapLibre #GeoLibre

Qiusheng Wu

26,378 views • 5 days ago

Here is how you can install an open-source, enterprise-grade RAG system on your server (with the best document understanding I've seen.) First, something obvious to anyone trying to sell RAG in the market: You are crazy if you think companies will let their data travel to a hosted model. No one wants to send their data anywhere (those who do haven't found an alternative.) Every single company would rather have an air-gapped system with no internet access. GroundX is an open-source RAG system that you can run on your servers (or any cloud provider, as long as you have access to GPUs) and works without a network. (If the military wants to do RAG, this is precisely what they will be looking for.) I installed GroundX on my AWS account and recorded a video to show you how to use it. There are two services you can use: 1. Ingest: This service uses a pretrained vision model to ingest and understand your knowledge base. 2. Search: This service combines text and vector search with a fine-tuned re-ranker model to retrieve information from your knowledge base. A quick note about the Ingest service: 99% of people think they need better "retrieval" mechanisms. I think they need better "ingestion." That's where this service comes in! Ingest "understands" your documents in a way I haven't seen before. After you try it, you'll realize why showing your LLM your raw documents is a bad idea. In the video, I use a free tool called X-Ray to test a document and understand how the Ingest service breaks it down. You can access this tool by signing up for a free GroundX cloud account and uploading your documents. You'll see a bit more about this in the video.

Santiago

89,664 views • 1 year ago

5 years ago, I created a fundraiser on Donate-NG to buy a laptop. I had just been admitted to the university to study Computer Science. But I didn't own a laptop. That was a very big setback for me. The Job I had then was paying 500 Naira per 1000 Word article I wrote. At the time, I was studying with a Tecno Y6 that had passed from my older sister to my older brother, then to me. (A generational phone 😅) I kept asking myself: How was I supposed to survive the department like this? To make things worse, my dad was battling prostate cancer. Asking for money wasn’t even an option. So on October 7th, 2020, in the heat of COVID, I did the only thing I thought I could do. I made this YouTube video begging good Nigerians to help me raise money for a laptop. That video is still online and yes… It’s embarrassing now 😅 Nobody watched it, and Not a single naira was raised. ----- That moment could have broken me. But instead, something clicked. I realized no one was coming to save me. So I decided to take control of my life. That same October; • I got my first Web3 gig as a community engager • The pay was ₦6,000 per month • It wasn’t much, but it was hope Then in December 2020, everything changed. • A VC paid me $500 to engage across the projects they invested in. For the first time in my life, I had real money in my hands. I withdrew ₦160,000, and I bought my first laptop. My First Laptop: That laptop is still with me today. I keep it with me as a reminder of my sheer grit and hustle. From that moment on, everything began to compound. I went on to work with and contribute to multiple Web3 and tech projects, building communities, onboarding users, managing growth, running programs, and shipping real impact across Africa. I grew from: • A student with no laptop • To help hundreds of people get jobs through my academy - The Void Academy (Many students from there are now earning working remotely) • To onboard tens of thousands of users across Africa • To manage ambassadors, communities, and growth teams Today: • I work as a User Acquisition & Marketing Manager earning a six-figure salary (₦) • I earn 6 figures (₦) bi-weekly from X creator payouts • I can afford any laptop I want • I use a phone I could only dream of back then And today… I’m officially launching the waitlist for my first product as a founder. ----- A Phone and A Dream (A Phone and A Dream | Waitlist Live) This product is deeply personal. Because I’ve lived this story. I know that talent is everywhere, but opportunity is not, and getting opportunities today starts with access to basic tools. A Phone and A Dream exists to change that. ----- So, what exactly is A Phone and A Dream? A Phone and A Dream is a social-impact platform that connects device donors with people who lack access to basic tech tools: students, builders, creators, and professionals, using the Avalanche🔺 blockchain to make every donation transparent, traceable, and impactful. We believe access to the right device can be the difference between potential and progress. I'm living proof of that, so are many of you reading this right now. This isn’t just about giving devices. It’s about unlocking opportunity. Devices that can be donated include: 1. Phones: Smartphones of all brands (Android & iOS) 2: Laptops: Windows laptops 3. MacBooks: ThinkPads and similar work machines 4. Tablets: iPads, Android tablets 5. Desktop PCs: Complete desktop setups 6. Monitors & Peripherals: Monitors/displays, Keyboards, Mice 7. External Storage: HDDs, SSDs, USB drives 8. Creator Tools: Ring lights, Microphones, Webcams, Tripods And this is important, Devices don’t have to be brand new. We accept: - New Devices - Used but functional devices - Devices that need refurbishing If it can be repaired, upgraded, or repurposed, it can still change a life. Many tech bros/girls buy a new device yearly; the old device you no longer use could be someone else’s first opportunity. ----- Benefits to You as a donor: You don’t just donate and hope for the best. You can: • Track every device donated • See where it goes • And you can follow the recipient milestones to keep updated with how they've effectively used the device (No more donations without accountability.) • You get to know the real impact of your generosity We’ve seen incredible people like I D R I S, Sir Dickson, SUPREMOS 🤍🐘, Ayilola of Nigeria /Laptop Guy 🩺 🇳🇬 🇬🇧🇺🇸, King.sol 🇶🇦 (with Rainbow's Adolf),Xeusthegreat (♟,♟), WILSON, C W E , Farmercist 👨‍🌾 🦅, just to name a few donate devices to people. The Laptop Guy (Ayilola of Nigeria /Laptop Guy 🩺 🇳🇬 🇬🇧🇺🇸) has been trying to help millions of Nigerians with devices. But one major challenge has always been tracking, reporting, and accountability on both end including the recipients, so he can tell the extent of his impact. That’s exactly what A Phone and A Dream solves. If you come onboard as a Donor on A Phone and A Dream | Waitlist Live, you get to see: • Where their device went • Who received it • What it enabled ----- Benefits to You as a recipient: You're not getting charity, you're receiving opportunity, access to tools that unlock learning, work, income, and dignity. So you don't pass through what I did. • You get a device after being approved • You get to participate in bounties, tasks, and hackathons on the platform to earn funds • You get a portfolio dashboard that you can consistently update your milestones and be accountable to your donor. ----- Lastly, we’re currently participating in the Avalanche Build Games Hackathon. This is me asking for your help, don't fade me again 😩. If you know: • Someone who can donate a device (new or refurbished) • Someone who can amplify this mission • Share the website with them • Also help me like, repost, quote, and share this post Please tag them in the comments, tag accounts that can help amplify this mission, and let the world see. Part of the rewards if we get selected and go on to win the hackathon will be used to fund new devices to go live on the platform. (Help us make this happen.) If you’re a recipient, you can visit our website (Website is in my bio and also in the comment) and join the waitlist. ⚠️ Important: The first batch of devices priority will go to users on the waitlist, our Day 1 champs. A Phone and A Dream is here to change lives by giving you access. You can help this mission by: • Tagging potential donors • Tagging amplifiers and your friends • Sharing our website • Encouraging people to join the waitlist Five years ago, I begged for a laptop. Today, I’m building a system so others don’t have to beg. ♥ The website is on my bio and in the comment, also see it on A Phone and A Dream | Waitlist Live's bio.

BIG JO | A Phone and A Dream 2026 📱 🐐

26,368 views • 6 months ago

** Call to Action for Global Pioneers: Uniting Efforts to Stabilize the GCV Price in the Exchange Market** Dear Global Pioneers, We are currently at a critical juncture that may determine our ability to swiftly realize the GCV in the exchange market. As of now, we are in the Open Network phase, which serves as a preparatory stage for a fully decentralized network where all code can be activated. It is important to note that the Pi Network has not registered as a security because it aims to function as a digital currency rather than a digital asset. However, given recent list on the exchange market, compliance with the United States Securities and Exchange Commission (SEC) is now necessary for Pi Network, which subsequently require CT not to guide Pi's price in the exchange market. To address this situation, we urge all pioneers to unite in a call auction to ensure the GCV is stabilized as soon as possible. We implore you not to sell below the GCV price. Conversely, you are encouraged to buy if you have the means, as the current prices are significantly low. It is essential to emphasize that we are now in the Open Network phase, permitting both buying and selling. We have observed that many pioneers may be hesitant to make purchases; however, it is imperative that you do not let this concern deter you. We have surpassed the enclosed mainnet phase, where buying and selling were prohibited. Increasing liquidity in the exchange market is crucial for attracting external investors. At this stage, the combined strength of all pioneers is required to enhance purchasing power and to capitalize on lower prices. Please clarify your understanding of our current pricing situation. The existing market prices do not reflect Pi's value of our source code, which is derived from our blockchain record. Our efforts have previously focused on establishing Pi as a digital currency, culminating in the creation of the GCV blockchain record, which has indeed achieved success. For instance, the GitHub record indicates a GCV of $314,159, and Mr. Kasasih's code fork has now been integrated into the CT’s main bran code of the signifying its official status. The rationale for the current low prices in the exchange market stems, in part, from a lack of awareness among many pioneers, some of whom may be in financially constrained positions and require immediate funds for necessities. Such individuals may be misled by those who do not support GCV's potential, thereby selling their holdings at depressed prices. This underscores the importance of CT's control over KYC processes and migration procedures. Allowing all pioneers pass KYC and migrating Pi could lead to detrimental outcomes for the project, as uninformed pioneers may sell at significantly low prices. Just we see right now there are a lot of pioneers sell at very low price. So, CT only allow 10 million wallets migrated. It is important to recognize that the current low pricing is not the fault of the PCT or GCV CT, it is a consequence of a collective lack of proactive engagement from the pioneers. By promoting education on the true value of Pi as GCV, we can mitigate the prevalence of low-price sellers. While complaints about pricing may arise, it is essential to understand that we cannot prevent pioneers from selling. What we can do is purchase the available low-priced offerings from the market and collectively urge all pioneers not to sell below the GCV price. This remains a top priority for all involved if we aim to achieve the OM status swiftly. Additionally, it is vital to understand that the CT cannot announce the price of Pi in the exchange market, nor can they buy all the Pi in the exchange market. The price must ultimately be determined by the actions of our pioneering community and outside investors. Therefore, it is everyone's responsibility to refrain from complaints and instead focus on advancing the project collectively. We recommend all pioneers take the following actions: - Do not sell below $314,159. Please list selling price at $314,159. You should have confidence on GCV when it has been in the code already. Once the OM completed; all ecosystems will implement GCV. And you don’t need to wait long time and I estimate in one month or less. - Consider purchasing if you have extra funds available but ensure that you are not borrowing money or using essential living funds for these investments. Any amount such as $10 or $20 or $100 you choose to invest can contribute to increasing the visibility of Pi in the exchange market, potentially attracting outside investors. Also, many pioneers have locked three years with 100%, it is a good chance. You can acquire 6 Pi for just $10 right now. Once our pioneers warm up the market, you'll see outside investors becoming active, so there's no need to worry about how long or how much funding it will take to reach GCV. As soon as the low-priced Pi are being purchased, the price is poised to surge from just a few dollars to GCV in no time. We won't follow the traditional cryptocurrency path for growth because we have a strong community backing GCV.` It is crucial for all global pioneers to recognize that we are all collectively striving towards the successful realization of the OM. The CT shares this goal as well. However, if the exchange market price remains as low as $1 or $2, the likelihood of merchants joining the Pi Network diminishes. It is imperative that the gap between the ecosystem's Pi value and its exchange market price remain minimal. If the exchange price is low, it inhibits the CT's ability to fulfill ecosystem objectives. You need not worry about protracted timelines. With collective action, the path to achieving GCV can be expedited. While it would indeed be beneficial for the CT to manage arrangements efficiently, it is vital that we do not adopt a passive stance, awaiting resolutions. Delays could adversely affect both the reputation of PCT and the GCV CT. Lastly, I would like to address recent rumors suggesting that pioneers are unable to transfer Pi to or from the exchange market; this information is misleading. Pi Network is indeed open already, and the CT has verified five exchange markets for transactions. I have personally encountered challenges while attempting to purchase 1,000 Pi on the exchange market, with multiple platforms rejecting my credit and debit card payments. Nonetheless, I firmly believe that this represents a valuable investment opportunity critical for advancing our collective mission toward GCV unification in the exchange market. Your understanding of this message and prompt actions will be appreciated as we move forward together. Best regards, Doris Yin🪷🪷🪷 Founder, Global GCV Movement Feb.23rd, 2025

Doris Yin 东方紫莲🪷

143,103 views • 1 year ago

Imagine, just for a moment, that you are Neil Degrasse Tyson. No, no, no. Stop tying that network cable into a noose. It's just for a moment. We'll change you back as soon as we're finished here, I promise. You're smart enough to get a graduate degree, a charismatic enough speaker to get cameras pointed at you, and, to cap it all off, your degree is in astrophysics, so you understand, as well as humans are capable of understanding, just how much stuff is in the universe, and how tiny a speck the Earth is in comparison. This would be a good moment for a clever science fiction writer to craft some analogy where he compared one grain of sand to all the world's oceans, or a gnat to the sun. But in reality, it's hopeless. Any analogy we could picture would be a gross understatement, and any analogy that captured the difference would be inconceivable to us. So, now, if you're guy whose very job it is imagine the unimaginable, to eff the ineffable... how borked would your thinking have to be to conclude that 100% of the valuable stuff in the universe is on the speck? And nowhere else? How twisted would you have to become to be completely unexcited by the prospect of exploring even the merest fraction of all that space? Got a mental image of that? Now, imagine, not just that you are that man, but that started out as the man in this video here, in 2008, and became the man in the other one, in the 2024. What would have had to happen to you? What would take to bring you from rhapsodizing about the "The Saturn V... the Mightiest Rocket Ever Launched... The Only Piece of Hardware to Ever Take Humans to Another World!" ... To being completely and utterly unexcited about the prospect of sending humans to another world. And about the newer, even mightier piece of hardware which will take them there? How much would you have to hate a man, to spit on him for accomplishing your childhood dreams? How much would you have to hate a man, to give away the core of your heart? What would have to happen to you, to be so ideologically captured, that you disown your life's entire mission on national television? We could speculate about the psychological challenges of fame, about money in large amounts, about compromising video recordings or someone kidnapping his dog. But that's purely academic. Historical. It doesn't matter. Once you sell your soul, you can't buy it back, because you have nothing to buy it back with. There is no Neil Degrasse Tyson. There is only Zuul.

Devon Eriksen

210,308 views • 1 year ago