Blog

🚀 Discover this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Paper 2026/2039 ZK-JPEG: Zero-knowledge Image Editing and Compression Samuel Dittmer, Stealth Software Technologies, Inc. Steve Lu, Stealth Software Technologies, Inc. Kimberlee Model, Stealth Software Technologies, Inc. Joseph Near, University of Vermont Abstract Tools for generating deep fake photographs are proliferating with greater ease of use and prominence in pop culture. Image authentication tools can defeat these deceitful developments by verifying that a digital image was actually produced by a physical camera. The challenge is that these tools must be robust to desirable image transformations. …

🔥 Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Bring your own agent and model, or explore CUA-S1 for specialized decisions. Cua provides the computer and automation tools. Computer-Use 2.0 describes an agent moving between code, APIs, and graphical interfaces within the same task. Two Cua Driver sessions select cells in LibreOffice Calc and objects in Inkscape on an Omarchy desktop while a terminal stays in the foreground. Watch the 50-second demo, then explore Omarchy on Fleet. recording.mp4 Provision isolated cloud desktops at run.cua.ai. A Fleet maintains sandbox capacity; your code claims a desktop…

✨ Read this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: I watched Dwarkesh Patel’s recent conversation with John Schulman, Beren Millidge and Charlie O’Neill this week. For an hour and a half, some of the smartest people working in AI tried to reason, in public, about genuinely difficult questions.Can AI automate AI research? Can it choose its own research objectives? Does progress hit a wall when the thing we need cannot be turned into a clean reward? What happens when models become better at running experiments but humans are still needed to decide which experiments…

🔥 Read this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: I think you should almost never use AI to write -- that is, to do the thing you’re doing when you type words on a page -- whether for a blog post, a research report, a memo, a thoughtful email, a novel, or any other text aimed at conveying an idea, an argument, an analysis, or other substantive thoughts. I think this is the case even when you give the AI very detailed bullet points, dictated thoughts, or other context, and even when you edit…

💥 Explore this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: A graphical desktop for the ZX Spectrum 48K, written in Z80 assembly. Overlapping windows with a z order and focus, pull down menus, a heap, an event queue, a storage layer with swappable backends, dialogues, controls, a notepad, a clock, a calendar, a two pane file manager, and a settings panel that actually changes things. It all fits in 48K on a machine from 1982, and it can drag a window inside a single 69,888 T state frame. It runs on the real thing, not…

💥 Check out this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Learning another language is a highly complex mental activity. It requires people to remember words, distinguish unfamiliar sounds, recognize patterns, work out grammatical rules and retrieve the right expression at the right moment. All of this happens while listening, interpreting and preparing a response. Could all this mental activity also help keep an aging brain healthier? Research suggests it can. Concerns about memory and dementia can send aging adults looking for ways to exercise their brain and maintain cognitive function, whether it is solving…

✨ Discover this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Install the Python package. The inference engine is fetched once from Hugging Face and cached; there is nothing else to build.Needle reads your tool descriptions to decide what to call and how to fill arguments, so describing them well is the whole game.Simple: decorate a function. The signature gives the argument types, the docstring is the tool description, and run() completes the loop: the model picks the call, Needle executes your function, feeds the result back, and returns the final response with the executed tool…

🔥 Read this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: The problem A now famous Facebook post shows us the scourge of identikit posters generated by AI. Here’s an article on the subject from the Independent. A collage of AI-generated village fayre posters found online Here’s another I found in the wild. With apologies for picking on the Leamington Beer Festival - they are by no means unique Leamington Beer Festival 2026 — with commentary from a passer-by The problem with these is not so much that they’re bad. They’re OK, I don’t love them.…