39 articles · newest first
No keynote, no event — just a $899 Mac mini with a 2-nanometer chip and a $5,499 Mac Studio built for serious AI work.
Ravi Malhotra · Aug 26 · 7 min
Portable Computer promises zero token costs by running entirely on your own GPU. here's what that GPU actually costs you.
Lena Fischer · Aug 26 · 8 min
The M5 Ultra tops out at 512GB of unified memory — here's the actual math on whether that beats a real GPU for running big local models.
Ravi Malhotra · Aug 26 · 8 min
The earnings numbers show real momentum for AMD in AI data centers — the RX 9070 XT vs RTX 5060 Ti benchmarks tell a very different story.
Ravi Malhotra · Aug 25 · 7 min
A handful of llama.cpp flags let a 16GB card run models that shouldn't fit, and most people running local AI have never touched them.
Lena Fischer · Aug 25 · 7 min
Modders in China are selling RTX 3080s with double the stock VRAM for about $445. Here's the real math on whether that's a shortcut or a way to fry your PC.
Ravi Malhotra · Aug 24 · 7 min
renting looks cheap by the hour. buying looks expensive by the receipt. only one of those numbers is honest
Nadia Rahman · Aug 22 · 7 min
at one person typing, all three are basically tied. add a second and the gap turns into a cliff
Lena Fischer · Aug 22 · 7 min
A new hardware breakdown puts real numbers on the two components most local-AI buying guides skip entirely — and skimping on either turns a snappy agent into a 10-minute wait.
Lena Fischer · Aug 19 · 7 min
The RTX 5060 Ti 16GB is $805 now. The RX 9060 XT 16GB is still under $430. Here's whether Nvidia's edge is still worth the gap.
Ravi Malhotra · Aug 18 · 6 min
Day-zero support for the new Qwen3.8 27B just landed on two AMD boxes — one needs a graphics card, one doesn't — and the tokens-per-second numbers are real.
Lena Fischer · Aug 18 · 6 min
StorageReview ran real benchmarks on every local-AI desktop you can buy in 2026 — and the winner isn't what most shoppers assume.
Ravi Malhotra · Aug 18 · 7 min
Android Police ran a real local model on a real phone as a daily driver. it's not a GPU replacement — but it covers more than the GPU-shopping conversation usually admits.
Lena Fischer · Aug 16 · 6 min
the 16GB version is up 88% since launch. the 8GB version barely moved. here's the real math if you're buying for local AI, not just gaming.
Ravi Malhotra · Aug 16 · 7 min
12GB of VRAM for around $300 sounds like the easy answer to Nvidia's price spike. It mostly is — you just have to fight the drivers a little.
Ravi Malhotra · Aug 15 · 6 min
Nvidia's mid-range GPU is up 36% in two months — here's whether it still makes sense for running models at home, or if $900 changes the answer entirely.
Ravi Malhotra · Aug 15 · 6 min
Building around a single GPU used to be the obvious move. With cards jumping 39% in two months, the math on prebuilt AI appliances just got a lot more interesting.
Nadia Rahman · Aug 14 · 8 min
The RTX 5060 Ti got hit hardest, the RTX 5080 barely moved, and that flipped the value math. Here's what actually makes sense, card by card, in August 2026.
Lena Fischer · Aug 14 · 9 min
The RTX PRO 6000 nearly doubled in eight months. Here's what your money actually buys against every real alternative for running big models at home.
Ravi Malhotra · Aug 14 · 8 min
Nemotron 3.5 Lightning is a 30-billion-parameter model with only about 3 billion active per token — Nvidia says that's why it runs up to 4x faster than comparable open models on a single consumer GPU.
Ravi Malhotra · Aug 13 · 7 min
AMD's own numbers put its workstation GPU at 53 tokens a second on Meta's new 30B model. Nvidia's flagship does more — for over three times the price.
Ravi Malhotra · Aug 11 · 6 min
Liquid AI's new LFM2.5-2.6B beats models four times its size at tool-calling and runs entirely on-device — down to a Raspberry Pi. Here's what that actually means before you cancel your GPU shopping.
Lena Fischer · Aug 8 · 8 min
A Hong Kong shop is doubling old RTX 2080 Ti cards to 22GB of VRAM and selling them on eBay for about $500. I ran the actual math on whether that's a steal or a trap.
Ravi Malhotra · Aug 8 · 8 min
Luna dropped from $6 to $1.20 per million output tokens overnight. this is what an actual price war looks like.
Lena Fischer · Aug 5 · 6 min
a limited-time Newegg bundle drops the effective price of a 16GB RX 9070 XT to $659 — here's whether that's actually a good local-AI buy
Nadia Rahman · Aug 4 · 5 min
MI50s and P40s are cheap because they were built for server racks, not your desk, and the gap between cheap and working is where most people give up
Ravi Malhotra · Aug 4 · 6 min
the model that made headlines for being nearly free to rent turns out to be one of the most expensive things you could try to self-host
Lena Fischer · Aug 4 · 6 min
The AMD Instinct MI50 32GB sells used for $120-250 with more VRAM and bandwidth than most 2026 consumer cards. AMD just made owning one a lot riskier.
Ravi Malhotra · Aug 4 · 7 min
Arc B580, RX 9060 XT 16GB, and RTX 5060 Ti 16GB are all fighting for the same budget local-AI buyer in 2026. Real prices and real bandwidth numbers settle it.
Ravi Malhotra · Aug 4 · 6 min
GDDR7 modules and TSMC wafer costs just pushed every RTX 50 card higher this week — but the ugliest number isn't the one everyone's quoting.
Ravi Malhotra · Aug 4 · 6 min
The Ryzen 7 9800X3D is the CPU every gaming build guide wants you to buy right now. If you're building for local AI too, here's where that money should actually go instead.
Ravi Malhotra · Aug 4 · 7 min
South Korea is the canary. TSMC wafer costs and $20 memory chips just pushed the RTX 5090 to 2.5x its sticker price — here's the actual buy-or-skip math for running AI models at home.
Ravi Malhotra · Aug 4 · 8 min
24GB of old VRAM versus 16GB of new, low-power silicon — I ran the real math on what each one costs, up front and over a year.
Ravi Malhotra · Aug 4 · 6 min
Phi-4 Mini, Gemma 3, and Llama 3.2 all claim to fit — I checked which one actually leaves room to breathe.
Lena Fischer · Aug 4 · 6 min
Same 16GB of VRAM, wildly different price and software maturity in August 2026 — I ran the actual numbers.
Ravi Malhotra · Aug 4 · 6 min
Apple's own memory shortage just raised Mac Studio prices and gutted its top RAM tier — here's whether it's still worth buying over a GPU PC for running models at home.
Lena Fischer · Aug 4 · 8 min
A third price hike in one year is reportedly coming for the RTX 50 series — and if you're buying VRAM for local AI, not frame rates, the calculation isn't the same as 'wait for a sale.'
Ravi Malhotra · Aug 4 · 7 min
A developer wall-calibrated an Apple Silicon power meter against a smart plug and found the real number: fractions of a cent per million tokens.
Lena Fischer · Aug 3 · 6 min
Tom's Hardware ran the numbers on three very different local-AI machines, and the Mac won on raw speed almost across the board — just not by the margin its spec sheet promised.
Ravi Malhotra · Aug 2 · 6 min