Year: 2026

LLMs reward expertise

LLMs reward expertise

✨ Read this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In the 2010s, if you had technical gaps (say, you couldn’t write CSS), you had to either rely on a skilled colleague or just hope that the answer to your exact problem was out there on the internet. Today, everyone can write sort-of-okay CSS by delegating the task to an LLM. LLMs make everybody into a generalist. Because of this, lots of people don’t think there’s any skill involved in working with LLMs. If you want the product that LLMs can deliver — PhD-level mathematics,…
Read More
After a 1,000% surge, the AI debt orgy can’t last forever as hidden debt explodes to $1.65 trillion

After a 1,000% surge, the AI debt orgy can’t last forever as hidden debt explodes to $1.65 trillion

💥 Read this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: AI’s insatiable need for debt has so far been matched by investors’ appetite for it, but they may turn nauseous on the belly-busting volumes coming from tech giants. The latest quarterly reports from AI hyperscalers show that their massive spending plans remain on track, with Amazon even raising its capital expenditure guidance. That means even more bond issuance is on the way after an already staggering debt orgy. The numbers paint a picture of a borrowing binge that’s bigger—and murkier—than it looks on paper. S&P…
Read More
ZX Spectrum System Tour: Sound

ZX Spectrum System Tour: Sound

🔥 Check out this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Now that the shooting gallery is done and dusted, it’s time to turn to a piece of our initial tour of the ZX Spectrum that has been left untouched: sound. There isn’t a whole lot new here compared to what has come before on other platforms, but that in turn means that the core principles of our solutions to it arrive pre-baked; we’ll just have to add the Spectrum-specific frosting. The mainline Spectrum systems offer two sound options: A 1-bit beeper under software control.…
Read More
Introducing the Billable Usage API: programmatic cost visibility for Cloudflare

Introducing the Billable Usage API: programmatic cost visibility for Cloudflare

✨ Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Agents Week is about the shift already underway: agents write code, deploy Workers, and provision infrastructure on your behalf. That shift changes what you need to see. If a program is spending money in your Cloudflare account, you need to know what it's spending; throughout the day, per product, in a shape another program can consume. The dashboard is the right answer for humans. It's not the right answer for automation.So we're launching a new Billable Usage API for self-serve accounts: a single endpoint that…
Read More

help wanted – lake hope

🚀 Explore this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: I am very sorry that the software that I created and put online for free, without any warranty, explicit or implied, has not met your expectations. You are entitled to a full refund. I have taken the liberty to initiate it. You should already have it.No, I am not changing my project’s license from AGPLv3-or-later to MIT. I am very sorry that “impacts” your ability to use my package in your “product.” No, I don’t care about my “reach.” Feel free to take back that…
Read More
MirrorCode: What’s the largest software project AI can complete on its own? | Epoch AI

MirrorCode: What’s the largest software project AI can complete on its own? | Epoch AI

🔥 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: AI has made rapid progress on software engineering benchmarks in the past few years. However, most such benchmarks tend to focus on shorter tasks like fixing bugs or implementing individual features. MirrorCode is our benchmark, co-developed with METR, to test AI models on long-horizon coding tasks. In a MirrorCode task, AI models are tasked with reimplementing an entire program end-to-end, without access to the original source code. AI-generated solutions must match the original program’s output exactly on end-to-end tests, including held-out tests. MirrorCode’s 25 target…
Read More
Why does Mail app contact iCloud when sending a non-iCloud email?

Why does Mail app contact iCloud when sending a non-iCloud email?

✨ Check out this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Why does Mail app contact iCloud when sending a non-iCloud email? Previous: Apple unpublished old Mac OS X release notes Articles index Jeff Johnson (My apps, PayPal.Me, Mastodon) August 3 2026 I use iCloud only for testing the iCloud sync feature of my App Store apps. As I mentioned in my recent blog post Apple account email address disclosure via Mail app, I don’t have an iCloud email account. As you can see in my screenshots below, iCloud is disabled in System Settings for…
Read More
Flock’s CEO Finally Faced Me After My Wrongful Stop. Here’s What I Learned

Flock’s CEO Finally Faced Me After My Wrongful Stop. Here’s What I Learned

✨ Explore this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: The biggest car news and reviews, no BS Our free daily newsletter sends the stories that really matter directly to you, every weekday. Millions of people have seen the story of Flock cameras tracking me in a $155,000 Range Rover and subsequently four police officers surrounding my wife and me in a parking lot. Human error was involved, but Flock cameras working off the company’s AI tech compounded everything at an exponential rate. Now on the latest episode of The Drivecast, Flock Safety Founder and…
Read More
Open Weights, Native Audio, and 2K Video

Open Weights, Native Audio, and 2K Video

✨ Discover this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: MiniMax H3 dropped today with open weights, and it’s natively supported in ComfyUI as of this morning. Day zero.This is a next-generation open-weights video model. Feed it text, images, video, or audio and it generates video with real stereo sound, up to 2K, up to 15 seconds a clip. It is MiniMax’s third-generation video model, following Hailuo 01 and Hailuo 02, and the first the company has released with open weights.Try on Comfy CloudText-to-video — prompt only.Image-to-video — bring an image to life.First-and-last-frame — control…
Read More
ICE Collected Nearly 1 Million People’s DNA Last Year—Including Young Children

ICE Collected Nearly 1 Million People’s DNA Last Year—Including Young Children

🔥 Discover this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: On March 13, 2025, Hugo Moreno-Mendez arrived at the McLennan County Probation Department in Waco, Texas, expecting a routine probation check-in. Instead, Immigration and Customs Enforcement officers were waiting to arrest him.According to a criminal complaint reviewed by WIRED, officers drove Moreno-Mendez to a nearby ICE field office. There, one deportation officer after another approached him with the same demand.Open your mouth.One officer tried to take his fingerprints and swab the inside of his cheek for DNA. He refused. Then another tried. Then a third.…
Read More