How Fast Can DeepSeek Run on 8GB VRAM?
🌍 HackerNoon

How Fast Can DeepSeek Run on 8GB VRAM?

Rethinking local LLM inference as a full resource path across disk, RAM, PCIe, VRAM and compute—and why residency is only one part of the problem.
Zoomex Deepens TradFi Push With 50+ Stock Perpetuals and Zero-Fee TradFi
🌍 HackerNoon

Zoomex Deepens TradFi Push With 50+ Stock Perpetuals and Zero-Fee TradFi

VICTORIA/Seychelles/-- Zoomex , a global cryptocurrency trading platform focused on derivatives trading, today confirmed that its Stock Perpetuals lineup has grown past 50 contracts, marking one of the most significant product expansions in the exchange's history. The milestone consolidates Zoomex's position as a platform built for traders who want round-the-clock access to the world's most closely watched equities, without ever leaving the derivatives infrastructure they already trust and it ...
🌍 TheVerge

Microsoft is enabling a Windows 11 security feature that can hurt gaming performance

Microsoft is getting ready to roll out its memory integrity security feature of Windows 11 to more devices next month. The kernel-level protection feature is designed to stop malicious code or drivers running on a Windows 11 machine, but Microsoft previously warned it can also impact PC gaming performance. "Windows quality updates will begin enabling […]
🌍 TheVerge

Acer’s new concept hardware is a gaming handheld with a keyboard

For the last few years, PC gamers on the go have had a choice: Buy a gaming laptop, or pick up one of the many Steam Deck-inspired handhelds that are a fraction of the size but a lot less versatile. Acer's latest concept device, Project DualPlay Mini, is an attempt to upend that dichotomy by […]
🌍 TheVerge

Acer’s new MacBook Air rival is nearly a pound lighter than Apple’s laptop

Acer is announcing a new laptop poised to rival the MacBook Air's thinness and lightness - and in the process, it cops another laptop's name. The Acer Swift Blade 14 (not to be confused with the Razer Blade 14) is a productivity machine weighing just 1.76 pounds / 799g and measuring as little as 0.51 […]
🌍 TheVerge

Is this the future of America?

In 2007, the US was on the cusp of an economic recession, and Buddy Rizer was tasked with finding Loudoun County, Virginia, a new way to make money. Rizer’s earlier career as a radio DJ didn’t exactly make him an obvious candidate to find a solution, but he was looking for what he called a […]
🌍 TheVerge

The robot butler dream doesn’t have legs

The idea of humanoid robots running our homes has been the stuff of science fiction for years. But unlike hoverboards and self-tying sneakers, a robot housekeeper has never felt close to rolling into our homes. Until now. This has been the year of the humanoid robot. At CES, there were dozens of human-shaped bots on […]
🌍 TheVerge

The amazing USB-C gadgets that play old Nintendo cartridges

Last week, I powered on a 26-year-old copy of Pokémon Pinball, one of the best Game Boy games ever made. My save file was no more. The Charmander I'd caught for my daughter, the high scores we'd set together… gone. Before flash memory, Nintendo cartridges used tiny watch batteries to save their games, and those […]
Your Time-Series Validation Score Is Inflated, and Your Test Suite Will Never Tell You
🌍 Dev.to

Your Time-Series Validation Score Is Inflated, and Your Test Suite Will Never Tell You

Every machine learning engineer learns early that leakage inflates validation scores. We check for target leakage. We check for train-test contamination. We use time-based splits instead of random ones on temporal data. Then we build a feature over a rolling window, evaluate the model, and quietly reintroduce a related problem that no leakage check is designed to catch. It is not leakage. The trouble is a sample size you never actually had. Where it comes from Temporal mode...
🌍 Dev.to

Prompts Lie. Permissions Don't.

Why tool scoping matters more than anything the model is told Part 7 findings of an experiment: building an LLM-powered support agent with deterministic boundaries. The companion repo contains the full code. Somewhere in this system is a prompt that says "only ever access the requesting customer's data." Here's the uncomfortable question: what enforces that? If the answer is the prompt itself — or the model's good intentions on the day — you don't have a permission system...
🌍 Dev.to

On-Device AI in Python

In this Python tutorial, you'll learn how to run a large language model (LLM) directly on a user's device: no server, no API key needed. We'll start from scratch with a simple chat exchange, and progressively introduce more advanced features: multimodal input, speech-to-text, text-to-speech, voice activity detection, tool calling and RAG. Each concept is explained before the code, so you can follow along whether you're new to on-device AI. Why run AI On-Device? Most AI feat...
🌍 Dev.to

Stop Using Try/Catch Blocks Everywhere: A Cleaner Way to Handle API Errorspublished: falsetags: webdev, javascript, typescript,

We have all been there. You start building a fresh frontend project, and before you know it, your codebase is absolutely flooded with try/catch blocks. Every single API fetch request feels like it is wrapped in an endless loop of repetitive error logging.While try/catch is great, scattering it across every component makes your code messy, hard to maintain, and difficult to scale.Here is how you can move away from messy inline error handling and implement a clean, unified central handler using Ja...