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💥 Explore this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Make any language model fit the memory you actually have. Preset quantizations ignore your hardware: pick one that fits and you either waste hundreds of megabytes of quality headroom or find out at load time it didn't fit after all. shoehorn starts from the memory you actually have, subtracts what inference itself needs, and solves a per-tensor mixed-precision assignment that lands within a rounding error of the remainder — routinely using 99.99% of the budget, sometimes to the byte. $ shoehorn fit unsloth/Qwen3-4B-GGUF --serve weights:…

🔥 Check out this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: I used to get one of those meal delivery kits sent to my house, the kind that comes with a new recipe card every week. It ended up being a great way to learn how to cook, different techniques, little tips, methods I never would’ve picked up just winging it on my own. What none of those recipe cards ever really nailed though was the format itself, long blocks of text you had to read start to finish just to figure out when to…

🔥 Check out this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Polars is a library for transforming, analyzing, and visualizing data with a fast and expressive DataFrame API. It was first released by Ritchie Vink in 2020. Install Polars with all of its optional dependencies from the terminal: uv pip install "polars[all]" Import Polars in Python, and confirm which versions of Polars and its dependencies you have installed: import polars as pl pl.show_versions() Polars queries typically read data, transform it, and write the result back out. A complete query is often a single chain of…

✨ Check out this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Acclaimed game designer Warren Spector has announced his retirement from game development.After a number of years creating tabletop RPGs, Spector joined Origin Systems in 1989 and co-produced Ultima 6 and Wing Commander. In the decades that followed, he created the Deus Ex series, was creative director of Epic Mickey, and worked on acclaimed titles such as System Shock, Crusader: No Remorse, and Thief: Deadly Shadows.In a post on his LinkedIn page, Spector stated that while he was proud of his career, he feels that…

🚀 Explore this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Perhaps it’s the local summer diet of deep-fried cheese curds, corn on the cob, and Spotted Cow, but Wisconsin residents have been feeling pretty dyspeptic about Flock’s automated license plate cameras. Over the past few months, a spate of Wisconsin towns and cities have withdrawn from Flock deals over privacy and trust concerns. As they did so, another issue revealed itself: With each city that leaves, the Flock network becomes less useful to the cities that remain. And cities are starting to notice. Consider Dane…

💥 Discover this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: AI and ml $10 million buys over 100 million emails, 30 million recorded phone calls, reams of stuff from Teams, Oracle, and SAP Google has acquired the data of failed US airline Spirit.Spirit hit financial turbulence when COVID-19 blew in during 2020 and started making losses. Its balance sheet never climbed back to a safe altitude and in May 2026 the airline grounded itself permanently.The low-cost carrier entered liquidation to wind itself up and is now auctioning assets to raise cash and settle at least…

💥 Read this must-read post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick — Balanced (price + speed), Nitro (fastest), or Exacto (highest tool-calling accuracy).The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is…

🔥 Discover this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: August 17, 2026 Earlier this year, I blogged about work I did to improve VRAM management for games. Now, after many months of floating around in mailing lists, the kernel patches are finally merged upstream and queued for Linux 7.3! Hooray! To celebrate, let’s look a bit deeper at one sentence I wrote in my previous post: [Games] should perform much more stable - as long as the game itself doesn’t use more VRAM than you actually have. So, one may ask: What if they…

🔥 Check out this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Today i bring the working main camera!Building on the work nondescriptpointer did on the wide lens camera i have written the driver for the main camera and now its working alongside auto focus and color correction.The color correction still a work in progress, but you can already see how much it improved the image.before:After:But the after is still very grainy, plasma camera storing in jpg isn't exactly helping either, ill be working to get rid of the grain.If we look at the same scene…

🚀 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: An expert witness testifying in a lawsuit about liability for a Houston explosion that killed three people and destroyed roughly 200 homes used ChatGPT to write significant portions of his “expert report.” The man, who was hired by the industrial product conglomerate 3M, exposed his AI prompts publicly. They showed that he asked ChatGPT to help him “create an exceptional expert witness report defending the standard of care at 3M,” and that the report should “show how 3M is 0% at fault for the explosion…