Hardware
nvidia built a 24GB RTX 5080 Super. then it vanished over a $60 memory chip
The card was reportedly finished and sitting with board partners — and Nvidia shelved the whole Super lineup anyway.
Ravi Malhotra · 18h ago · 7 min
vram
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AI
DeepSeek's 'cheap' AI model costs 3 cents a query in the cloud. running it yourself needs $10k of GPUs
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 · 5d ago · 6 min
Hardware
a $150 datacenter GPU has more VRAM than a $2,000 Nvidia card — here's the real catch
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 · 5d ago · 7 min
Hardware
I put three budget GPUs head-to-head for local AI — only one earns its higher price
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 · 5d ago · 6 min
Hardware
nvidia's third GPU price hike of 2026 just landed — I ran the real $/GB math for local AI
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 · 5d ago · 6 min
Hardware
everyone's obsessing over the 9800X3D — for local AI, it's basically a rounding error
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 · 5d ago · 7 min
Hardware
nvidia's flagship GPU just crossed $5,100 — for local AI, that math doesn't work anymore
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 · 5d ago · 8 min
Hardware
a 5-year-old GPU still beats nvidia's newest budget card for local AI — here's the catch
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 · 5d ago · 6 min
AI
your 8GB graphics card can run real local AI — you're probably picking the wrong model
Phi-4 Mini, Gemma 3, and Llama 3.2 all claim to fit — I checked which one actually leaves room to breathe.
Lena Fischer · 5d ago · 6 min
Hardware
amd's 16GB GPU is $400 cheaper than nvidia's — for local AI it's not the easy win it sounds like
Same 16GB of VRAM, wildly different price and software maturity in August 2026 — I ran the actual numbers.
Ravi Malhotra · 5d ago · 6 min
AI
I priced out every way to run a 70B AI model at home — the cheapest one isn't what you'd guess
Four real paths to running a 70B-parameter model on your own hardware or by the hour — priced out with actual 2026 numbers.
Lena Fischer · 6d ago · 8 min
Hardware
nvidia's about to hike GPU prices again — here's the actual buy-or-wait math for local AI
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 · 6d ago · 7 min
Hardware
AMD brought back the 4GB graphics card everyone agreed was dead — here's why
The $279 RX 9050 looks like a normal budget GPU launch, until you notice AMD quietly brought back a 64-bit, 4GB memory config nobody's shipped since 2022.
Ravi Malhotra · Aug 1 · 6 min
Hardware
the best GPU for running AI locally in 2026 — and the one number that beats every benchmark
For local AI, VRAM beats speed every time. A slower card with more memory runs bigger models than a faster one that can't fit them. Here's the best GPU for local AI at every budget.
Ravi Malhotra · Aug 1 · 10 min
Hardware
Nvidia finished building a better RTX 5070 months ago. Then it just... didn't ship it
18GB of VRAM, the same core, hardware reportedly already sitting with board partners — and still no release date. Here's the real reason, and what I'd buy instead this week.
Ravi Malhotra · Jul 31 · 6 min
Gaming
Every site knows exactly what GPU GTA 6 needs. weird how none of them agree with each other
Rockstar hasn't published a single official spec, and the PC version isn't landing anytime soon — here's what the predictions actually say, and why I wouldn't buy a GPU for this specific game yet.
Diego Santos · Jul 31 · 6 min
AI
what hardware runs Google's Gemma 3? the VRAM math for every size, from a laptop to a 24GB card
Gemma 3 comes in sizes from tiny to 27B, and each has a very different hardware requirement. Here's exactly what you need to run each one — and which fits the card you already have.
Lena Fischer · Jul 30 · 9 min
AI
the best local AI PC you can build for under $1,000 in 2026 — every part, and why
You don't need a $3,000 rig to run real local AI. For about a grand you can build a machine that runs 7B models fast and 14B models comfortably. Here's the exact parts list.
Ravi Malhotra · Jul 30 · 9 min
AI
the RTX 3060 12GB is the cheapest sensible way into local AI — and in 2026 it's still the one I recommend first
It's slow, it's old, and it has more VRAM than cards costing twice as much. For a first local-AI GPU, the humble 3060 12GB is still the smart-money entry point.
Ravi Malhotra · Jul 28 · 9 min
AI
Intel's $249 Arc B580 has 12GB of VRAM for cheap — but is it actually good for local AI?
On paper, 12GB for $249 is the best VRAM-per-dollar in new cards. In practice, Intel's software stack is the catch. Here's the honest verdict for local AI.
Lena Fischer · Jul 28 · 9 min
AI
the RTX 5070 Ti is the 16GB card most local-AI builders should actually buy — here's why
It's the value middle of the Blackwell lineup: 16GB of fast GDDR7, NVFP4 support, and enough speed to run the 14B tier comfortably without paying 5090 money. Is it the right local-AI card for you?
Ravi Malhotra · Jul 28 · 9 min
AI
what it really costs to run DeepSeek R1 locally: the full model, the distills, and the honest answer
The full DeepSeek R1 is a 671-billion-parameter monster that needs a small cluster. But its distilled versions run on a single GPU — and knowing the difference saves you a fortune.
Lena Fischer · Jul 28 · 9 min
AI
gpt-oss-120b is a 120-billion-parameter model you can actually run at home — if you know the MoE trick
OpenAI's open-weight 120B model sounds impossible for consumer hardware. But it's a Mixture-of-Experts model, and that changes the math completely. Here's what it really takes to run it.
Lena Fischer · Jul 28 · 9 min
AI
the best GPU for Stable Diffusion in 2026 isn't about raw power — it's about which one won't make you wait
Image generation is compute-bound and VRAM-hungry in a different way than LLMs. Here's the GPU that actually keeps up with SDXL and Flux, and the cheapest one that still does the job.
Ravi Malhotra · Jul 28 · 9 min
AI
buying a used RTX 3090 for local AI? the 5-minute check that saves you from a $1,000 mistake
A used 3090 is still the best VRAM-per-dollar card for local AI — but many were mining cards, and the memory runs hot. Here's exactly what to check before you hand over the cash.
Ravi Malhotra · Jul 28 · 9 min
AI
the best GPU for running Qwen3-32B locally isn't the fastest one — it's the cheapest with 24GB
Qwen3-32B at Q4 needs about 20GB of VRAM, which rules out every 16GB card and makes this a simple question: what's the cheapest 24GB GPU that runs it well? The answer is used.
Ravi Malhotra · Jul 28 · 9 min
AI
everyone thinks fine-tuning an AI model costs a fortune. tuning Llama 8B on your own GPU costs about a coffee
The scary numbers you've seen are for training models from scratch. Fine-tuning an existing Llama 8B on your own data with QLoRA fits a 24GB card, uses ~14GB, and costs under a dollar per run if you rent. Here's the real math.
Lena Fischer · Jul 28 · 9 min
AI
how to turn 128GB of RAM into 96GB of AI memory: the Strix Halo VRAM trick nobody explains
AMD's Ryzen AI Max+ 395 lets you hand up to 96GB of its unified memory to the GPU — enough to run a 70-billion-parameter model on a mini-PC. Here's exactly how much you can allocate, how to do it, and the catch.
Ravi Malhotra · Jul 27 · 9 min
AI
how to run a 30B model on a 12GB GPU: the one llama.cpp flag that makes it possible
--n-cpu-moe is the setting that lets a modest graphics card punch far above its VRAM. It offloads the parts of a Mixture-of-Experts model you use least to system RAM — and here's exactly how to tune it for your card.
Lena Fischer · Jul 27 · 9 min
AI
Kimi K3 just topped the coding leaderboard. here's the model you can actually run on one GPU that gets you most of the way
The best open coding model in the world needs a datacenter to run. The best coding model you can run on a single 24GB card is a different name entirely — and it's shockingly close for real work.
Lena Fischer · Jul 24 · 9 min
AI
the biggest open AI model ever drops this week. you can download all 1.4 terabytes — you just can't run it
Kimi K3's open weights land July 27. It's genuinely great and genuinely free. It also needs about 1.4TB of memory to load, which means the download is the easy part. Here's the real hardware math — and the far smaller model that gets you most of the way.
Lena Fischer · Jul 23 · 9 min
AI
the honest answer to 'what GPU runs Llama 70B': not the one you were about to buy
Llama 70B needs about 40GB of VRAM to run well — and almost no single consumer card has it. Here's what actually works, visualized, with the measured speeds and real costs for each path.
Ravi Malhotra · Jul 23 · 10 min
AI
you don't need a $2,000 card to run AI at home. here's the honest budget GPU ladder, from $250 up
Every 'best budget GPU' list is a spec dump. This is a decision: three cards under $500, what each can actually run, and the one number — VRAM — that tells you which to buy without reading a benchmark.
Ravi Malhotra · Jul 22 · 9 min
AI
the RTX 5080 is newer, faster on paper, and the wrong pick for local AI. here's the 8GB reason why
Blackwell versus the old flagship, and for once the newer card loses. The 5080's 16GB caps what you can run; the 4090's 24GB doesn't. For local models, capacity beats the spec sheet — with the measured numbers to prove it.
Ravi Malhotra · Jul 22 · 9 min
AI
the $549 new GPU or the $1,000 used one? for local AI, the old card wins — and it's not close
A new RTX 5060 Ti 16GB looks like the safe budget pick. But 16GB can't load the 32B models a used 3090 runs at 30 tokens/sec — and in local AI, the card that opens the file wins before speed matters.
Ravi Malhotra · Jul 22 · 9 min
AI
At $1,999 the RTX 5090 is an easy yes for local AI. Nobody will sell you one at $1,999
Measured at 102.7 tokens/sec — double a 3090 — with the only 32GB of VRAM in consumer land. Then the street price doubles the MSRP and the whole verdict flips. Both answers, with the math.
Lena Fischer · Jul 22 · 9 min
AI
The 4090 is 34% faster for local AI. Your electricity meter can't tell them apart
Measured llama.cpp numbers say the 4090 wins every speed test and costs twice as much — while energy per generated token is a dead heat. Here's who each card is actually for.
Ravi Malhotra · Jul 22 · 9 min
AI
NVIDIA spent three months optimising the DGX Spark. Token generation got slower.
Same machine, same benchmarks, three months apart. Prefill improved 27%. Generation regressed on every model — and that tells you exactly who should buy one.
Lena Fischer · Jul 21 · 10 min
AI
The MoE offload trick that makes your model 5× faster — and why it probably won't work for you
Adding CPU offload should make inference slower. Sometimes it makes it five times faster. Both are true, and the reason matters more than the trick.
Lena Fischer · Jul 21 · 9 min
Hardware
Two 3090s or one 5090? The answer isn't the one everyone gives
The dual-3090 build doesn't give you double the bandwidth for chat — and the reason has nothing to do with the cards. What the measurements actually say.
Ravi Malhotra · Jul 21 · 11 min