VRAM
Memory on the graphics card; usually the main limit for local AI model size.
LLMLab.ee
AI Workstations in Estonia
Component detail
Kingston FURY Renegade Pro 256GB (8x32GB) DDR5-5600 CL28 ECC RDIMM
Kingston memory kit
Categoryram kit
Details
Capacity
256GB (8x32GB)
Generation
DDR5 ECC RDIMM
Speed
5600 MT/s
Latency
CL28
Profiles
EXPO, XMP
Voltage
1.35V
ECC
Yes
Registered
Yes
Recommended Platform
Threadripper PRO / WRX90
70B-class target requires validation
Selected 70B-class Q4 models need high VRAM or Apple unified memory, short-to-moderate context, and runtime validation.
70B-class fit is still context and runtime sensitive; validate the exact model, quantization, backend, and prompt length before relying on it.
AI terms in plain language
System RAM vs GPU memory
RAM helps apps and data work; GPU memory usually decides which model size can run quickly.
CUDA
NVIDIA’s software layer for many AI tools. Macs and AMD GPUs do not run CUDA workflows the same way.
Apple unified memory
Apple Silicon memory shared by CPU, GPU, macOS, and apps. Useful for Mac AI, but not the same as NVIDIA VRAM.
7B / 8B / 14B / 70B
Approximate model size in billions of parameters. Larger numbers usually need more memory and may run slower.
Quantized models
Compressed models, such as Q4, that use less memory with possible quality or speed tradeoffs.
More practical terms
Context length
How much text the model can keep in mind at once. Longer context uses more memory.
Inference
Running an existing model for chat, coding help, summaries, or document workflows.
Fine-tuning vs adapter tuning
Fine-tuning adapts a model; adapter tuning, such as LoRA/QLoRA, is a lighter way to steer an existing model with examples.
Dual-GPU limitations
Two GPUs do not automatically combine VRAM into one large pool. Software must explicitly support multiple GPUs.
eGPU limitations
External GPUs need enclosure, driver, and runtime validation, and usually do not mean macOS graphics or gaming acceleration.
Price estimate / quote-reviewed
Displayed pricing is for planning. Final price, availability, and substitutions are confirmed before invoice.
Estimated Market Pricing
Estonian market reference estimate for planning. Final price and availability are confirmed before invoice.
Checked todayRecently checked market priceService/configuration shown separately where relevant
Component estimate: €8,109·Recently checked market price·Quote reference: €9,325·Service + configuration: +15%
Low€8,109High€8,109Avg€8,1091 data point
Swipe the chart sideways to inspect every date.
Pricing & Purchase
Component estimate€8,109
Recently checked market priceLatest graph value: €8,109
Quote reference with service/configuration€9,325
Quote reference: €9325
Checked todayRecently checked market price
Shown for planning. Final price and availability are confirmed before invoice.
Quote-only because this item requires human review.
High-ticket, used/refurbished, pro, datacenter, and Apple compact systems require a manual quote before payment is opened.
What happens after your quote request
- No payment is taken from the quote request form.
- We review your use case, model targets, timeline, and budget.
- We verify suitable parts and current Estonian market pricing.
- Possible substitutions or changes are confirmed before any payment link.
- We usually send the next step or follow-up questions within 1-2 business days.
Support and questions continue through the order or quote email thread.
Request a quote
The request does not take payment. Price, availability, and possible substitutions are confirmed before any payment link.
Trust and process
What happens after an order or quote request
After payment
You receive a confirmation email. We then check part availability and contact you if any component may need a practical substitution.
Assembly and testing
The planned workflow is assembly, software setup, and baseline GPU/AI checks before handover.
Handover in Estonia
Pickup or local delivery method and timing are agreed after availability is checked.
Warranty and support
Warranty handling depends on the component, manufacturer, and retailer. Support questions continue through the order or quote email thread.
Assembly QA
Planned baseline checks before handover
- BIOS and firmware baseline check
- Driver and AI tooling installation
- Thermal and load sanity check
- Memory and storage health check
- Local AI smoke test where applicable
Trust details
Important before ordering
Contact and support
Questions continue through the order or quote email thread. Replying to the confirmation is the fastest path.
Warranty
Warranty handling depends on the component, manufacturer, and retailer; the practical path is confirmed case by case.
Handover in Estonia
Pickup or local delivery method and timing are agreed after availability is checked.
Cancellations and changes
Cancellations and changes are confirmed in writing through the quote or order thread; after sourcing or assembly begins, custom-order handling may depend on order state.
Payment security
Card details are entered in Stripe checkout. LLMLab.ee does not collect or store full card numbers.
Pricing method
We show the component market/reference estimate and show the service/configuration portion separately where it affects the total.