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AI Hardware

News on GPUs, specialized silicon, data center scaling, and the infrastructure powering the AI revolution.

Gigabyte X870E Aorus Xtreme AI Top motherboard with RGB heatsinks and PCIe slots
AI Hardware

Gigabyte X870E Aorus Xtreme AI Top: Flagship Flex, X3D Eclipse

Everyone pegged Gigabyte's X870E Aorus Xtreme AI Top as AM5's undisputed king. Then the X3D version dropped — and suddenly, yesterday's flagship feels like a pricey relic.

4 min read 2 days, 1 hour ago
Illustration of LLM prefill parallel pass flowing into decode with KV cache appends
AI Hardware

LLM Inference Unmasked: Prefill's Parallel Power and KV Cache's Clever Hack

Everyone figured LLMs recompute your whole prompt for every word. Wrong. Prefill and KV cache flip that script, slashing compute while scaling to novels.

3 min read 2 days, 1 hour ago
PlayStation 5 console dwarfed by towering AI server racks and Nvidia GPUs
AI Hardware

AI's Chip Hoarding is Killing Affordable Gaming

Gaming hardware's ballooning costs? Thank AI's insatiable hunger for chips. Sony's PS5 just jumped £90, and it's only the start.

3 min read 2 days, 2 hours ago
Diagram of Cursor AI coding agent's architecture under the hood
AI Hardware

Cursor's Coding Agent: Clever Loops, Not Wizardry

Cursor sells dream-code automation. Reality? Smart hacks in a feedback loop, masquerading as AI magic.

3 min read 2 days, 2 hours ago
Diagram of Tiny Recursion Model looping states to outperform massive LLMs like GPT-4
AI Hardware

7M-Parameter Model Crushes GPT-4 — By Thinking Longer, Not Bigger

Forget parameter arms races. A puny 7-million-parameter network just smoked GPT-4 on logic puzzles by iterating like a obsessive puzzle-solver. Silicon Valley's big-model obsession? Might be over.

4 min read 2 days, 3 hours ago
Elgato Stream Deck buttons lighting up as AI activates them remotely
AI Hardware

Elgato's Stream Deck Hands the Reins to AI – Your Buttons Pushed by Chatbot

Picture this: your Stream Deck lights up as Claude whispers a command, buttons pressing themselves. Elgato just made your hardware dream of autonomy.

3 min read 2 days, 3 hours ago
Visualization of LLM post-training pipeline from LoRA merge to quantized deployment
AI Hardware

Quantized LLMs: Silent Killers in Production and How Unsloth Exposes Them

Imagine your fine-tuned AI ace-ing every test, only to hallucinate wildly in the wild. Unsloth pulls back the curtain on quantization's dark side, from merge mishaps to VRAM traps.

4 min read 2 days, 4 hours ago
Oracle logo cracked open revealing glowing AI circuits and falling employee silhouettes
AI Hardware

Oracle Slashes 10,000 Jobs — Betting It All on AI's Wild Ride

10,000 Oracle Slack accounts vanished overnight. That's not a glitch — it's the sound of a tech giant reshaping itself for the AI era, no matter the human cost.

3 min read 2 days, 4 hours ago
White Corsair PC case, Gigabyte motherboard, Corsair RAM, and Samsung SSD bundle for high-end build
AI Hardware

Why Pay $1,040 for a White PC Starter Kit When RAM Alone Costs a Kidney?

PC parts prices are through the roof, thanks to AI datacenters hoovering up chips. But this Newegg bundle might just be your ticket to an all-white rig without total bankruptcy.

3 min read 2 days, 5 hours ago
Illustration of Google's TurboQuant compressing high-dimensional AI vectors while preserving geometry
AI Hardware

Google's TurboQuant: The Vector Squeeze That Might Actually Stick

Staring at my laptop screen in a dim San Francisco coffee shop, I read Google's TurboQuant paper and wondered: finally, a quant tool that doesn't break everything? Or just more buzz to justify those TPU bills.

3 min read 2 days, 5 hours ago
Data analyst overseeing AI-generated dashboard on dual monitors in modern office
AI Hardware

AI's Quiet Takeover: Why Analysts Are Already Second-Fiddle to Code-Free Juniors

Forget debugging SQL at midnight. AI's now your tireless first hire, churning out clean data viz and exec summaries before breakfast. For everyday analysts, that's hours back – or a pink slip looming?

3 min read 2 days, 5 hours ago
Oracle logo over stack of pink slip papers with AI datacenter servers in background
AI Hardware

Oracle's AI Frenzy Claims 10,000 Jobs – Ellison's Big Bet Backfires Already?

Silicon Valley buzzed about Oracle's cozy OpenAI deal and datacenter dreams. Now? Thousands pink-slipped, proving AI hype demands blood sacrifices.

3 min read 2 days, 5 hours ago
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