🔥 Check out this awesome post from Hacker News đź“– đź“‚ **Category**: đź’ˇ **What You’ll Learn**: RamAIn builds the world's fastest computer-use agents for enterprise work. We're a YC W26 company on a mission to eliminate repetitive, manual workflows by training AI agents that operate legacy systems, desktop apps, and web portals the same way humans do - but 10Ă— faster and more reliably. Founders RamAIn was founded by Shourya Vir Jain (CEO) and Vansh Ramani (CTO), who met at IIT Delhi and dropped out to build AI-native automation for enterprise workflows. Shourya previously worked at McKinsey, where he saw…
🚀 Explore this insightful post from Hacker News đź“– đź“‚ **Category**: 📌 **What You’ll Learn**: Chalkbeat Ideas is a new section featuring reported columns on the big ideas and debates shaping American schools. Sign up for the Ideas newsletter to follow our work.Three years ago, as Khan Academy founder Sal Khan rolled out an AI-powered tutoring chatbot, he predicted a revolution in learning.So far, the revolution hasn’t happened, he acknowledges. “For a lot of students, it was a non-event,” Khan told me recently about his eponymous chatbot, Khanmigo. “They just didn’t use it much.”Khan gives this analogy: Imagine he walked…
✨ Read this insightful post from Hacker News đź“– đź“‚ **Category**: 📌 **What You’ll Learn**: 1.3. The IPv8 Management Philosophy The central operational concept in IPv8 is the Zone Server -- a paired active/active platform that runs every service a network segment requires: address assignment (DHCP8), name resolution (DNS8), time synchronisation (NTP8), telemetry collection (NetLog8), authentication caching (OAuth8), route validation (WHOIS8 resolver), access control enforcement (ACL8), and IPv4/IPv8 translation (XLATE8).¶ A device connecting to an IPv8 network sends one DHCP8 Discover and receives one response containing every service endpoint it requires. No subsequent manual configuration is needed for any service.…
🔥 Explore this trending post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: Darkbloom — Private AI Inference on Apple Silicon | Eigen Labs "> Research Preview — An Eigen Labs Initiative Eigen Labs Research We present Darkbloom, a decentralized inference network. AI compute today flows through three layers of markup — GPU manufacturers to hyperscalers to API providers to end users. Meanwhile, over 100 million Apple Silicon machines sit idle for most of each day. We built a network that connects them directly to demand. Operators cannot observe inference data. The API is OpenAI-compatible. Our measurements show…
🔥 Check out this must-read post from Hacker News đź“– đź“‚ **Category**: đź’ˇ **What You’ll Learn**: Hiraeth is a local AWS emulator focused on fast integration testing. The first release target is SQS: signed AWS SDK requests go through a local HTTP endpoint, state is stored in SQLite, and an optional web UI exposes the local emulator state for debugging. This project is early. It is intended for local development and test environments, not as a production AWS replacement. AWS SigV4 header authentication with a seeded local test credential. SQLite-backed principals, access keys, queues, messages, attributes, and tags. SQS-compatible endpoint…
✨ Read this must-read post from Hacker News đź“– đź“‚ **Category**: 📌 **What You’ll Learn**: I spent this past weekend angry at an AI agent. Truly. White hot actual anger. I had a clean plan, a well-structured prompt, explicit rules in the project’s context file. I queued the work and let it run. First task came back good. Second came back good. Somewhere around hour four the quality started sliding. By hour six the agent was cutting corners I’d specifically told it not to cut, skipping steps I’d explicitly listed, behaving like I’d never written any of the rules down.…
✨ Discover this insightful post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: Description We introduce the Universal Constraint Engine (UCE), a system for generating emergent multi-state architectures from declarative constraint rules over conserved quantities. Unlike conventional neural network architectures that rely on learned weights, gradient descent, and massive training corpora, UCE derives computational behaviors -- including memory, logic, hysteresis, and oscillation -- directly from symbolic constraints without any training phase. The system comprises four layers: a Rule Definition Layer, a Constraint Solver Layer, an Emergent Behavior Engine, and an Embodiment Mapper for translating symbolic architectures into hardware…
✨ Explore this must-read post from Hacker News đź“– đź“‚ **Category**: 📌 **What You’ll Learn**: YouTube’s time management settings now have an option to put a zero-minute time limit on Shorts, effectively removing them from your app in Android and iOS. The option is an update to the Shorts timer YouTube originally announced in October; the lowest previous option was 15 minutes.The feature was expanded in January to give parents some control over how long their kids spend scrolling through Shorts, with an option for zero minutes “coming soon.” According to YouTube spokesperson Makenzie Spiller, the option to set the…
✨ Check out this insightful post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: TL;DR: I build terminal applications (TUIs) like kl for k8s logs and wander for Nomad. Core functionality of TUIs includes interacting with large blocks of text, like application manifests and logs. I created a reusable viewport component in Go for text navigation in my projects.Terminal pagers are programs that allow you to interactively navigate multi-page text. I used my viewport component to make lore, which I’m now daily driving as my terminal pager.In this post, I detail the features I wanted to support in…
🚀 Read this must-read post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: Earlier this month, Dax Raad (@thdxr) posted something that resonated with a lot of developers: "idk how people manage infrastructure anymore. every service has their own bespoke cli / config file and they don't support terraform well anymore. your system is never just one provider so do people just have a mess of these smashed together?" Within a day, over fifty thousand people saw it. The replies poured in. SST. Pulumi. Ansible. "Just stay on AWS." "Python scripts that make REST calls." "It's job security."…
