Unified memory layouts are a fantastic engineering approach and provide significant performance gains that are structurally necessary to drive the future of local AI and integrated graphics. We must be honest about what we're surrendering in exchange for those benchmarks. Getting rid of the modular slots on your current desktop rigs can make upgrading, repairing, or replacing components a lot more difficult and a lot more expensive, a step I'm not ready to take.
Your next PC won't let you upgrade the RAM, and it's going to cost you thousands… UniFi Dream Machine Pro Max $599 at Official Site $599 at Amazon UniFi U7 Pro Wall $199 at Official Site $199 at Amazon I can manage everything from one dashboard Every UniFi appliance I have goes in one place to be dealt with While I played in the home lab, I needed a solid internet connection for… …
… Related Forget SO-DIMM RAM — every laptop should have adopted LPCAMM2 years ago LPCAMM2 RAM improves over SO-DIMM in almost every way Unified memory is the real threat On the whole, though, these two factors aren't much of a threat compared to unified memory architectures. …
… One such brand is Ubiquiti with its UniFi range of hardware. …
… UniFi Dream Machine Pro Max $599 at Official Site $599 at Amazon UniFi Pro XG 24 PoE $1799 at Official Site $1905 at B&H UniFi U7 Pro Wall $199 at Official Site $199 at Amazon I wanted to right the wrongs of my previous setups My home lab deserved better I've committed some blunders along the way w… …
… However, unified memory layouts are poised to change that fact. Instead of offering memory slots, unified memory means you find pristine black squares of high-density memory soldered directly onto the CPU package itself which is shared between the CPU and the GPU. …
… Meanwhile, unified memory and MoE models have grown at the same time, and it's clear that bigger models are the future. With the 32GB VRAM ceiling seemingly not going anywhere anytime soon, unified memory machines are the true workhorses for local AI. …
… Networking equipment has generally improved on user-friendliness over the years, and UniFi has been a large part of why. …
… Unifi, in my case, will show network clients, but what you really need is a unified dashboard. …
… STR MLO is still hard to find The only client adapter that currently supports STR MLO is the UniFi AirWire. It needs USB-C for power, and only works with supported UniFi Wi-Fi 7 access points. That's cool if you're already in the UniFi ecosystem, but what about the rest of the world? …
… Unifi's hardware isn't that much more than the mid-range routers most households have, and is so much more powerful. …