Your Hardware. Our AI-OS.

Pre-configured operating system + curated model marketplace for AI mini PCs
Stop spending months on configuration. Get running in hours.
Quantised Agents Local - QAL

50x
Faster First Token
90%
Cost Reduction
100%
Data Privacy
Requests/Day
$

Your Qalarc System Includes

Everything you need for production-ready local AI

⚙️
Qalarc AI-OS

Pre-configured Linux optimized for AI workloads. All dependencies installed, system tuned, security hardened. Works with multiple hardware platforms.

🤖
Curated Model Marketplace

Tested and optimized models ready to run. Llama, CodeLlama, Mixtral, DeepSeek. One-click installation, automatic updates.

🔧
Setup Services

Remote or on-site configuration. We handle the complexity, you get running systems in hours instead of months.

📚
Offline Knowledge Base

Full Wikipedia, technical documentation, curated datasets. No internet required for inference.

📊
Management Dashboard

Web UI and CLI tools for monitoring, updates, model management. Full system control.

🖥️
Hardware Agnostic

Works with GMKTEC, Framework, Minisforum, and other unified memory systems. Bring your own or buy through our recommendations.

Three Deployment Options

🚀 Turnkey Hardware

Complete system shipped ready-to-deploy. Plug in and go.

💻 Software Package

Install on your hardware with our setup and support.

🏢 Enterprise Custom

Bespoke deployments with white-glove service.

Recommended Compatible Hardware

Qalarc AI-OS works with leading AI mini PCs featuring unified memory architecture

🏆
GMKTEC EVO X2 AI
PRIMARY RECOMMENDATION

AMD Ryzen AI Max+ 395
• 128GB unified memory (LPDDR5X-8000)
• 126 TOPS AI performance (XDNA 2 NPU)
• 40-core RDNA 3.5 GPU
• Compact desktop form factor

View on GMKTEC →
💼
NVIDIA DGX Spark
ENTERPRISE OPTION

Professional workstation-grade AI system
• Higher unified memory configurations
• Enterprise support and warranty
• Optimized for data center deployment

Learn More →
🖥️
Framework Desktop
MODULAR DESKTOP

Desktop AI workstation
• Modular and upgradeable design
• Right-to-repair philosophy
• Ships immediately with 128GB

View Desktop →
💰
Minisforum AI Systems
BUDGET-FRIENDLY

Entry-level AI mini PCs
• Cost-effective unified memory systems
• Compact form factors
• Great for getting started with local AI

Browse Options →

💡 Hardware Recommendations

We recommend hardware based on real-world testing with Qalarc AI-OS. We earn referrals when you purchase through our links, which supports ongoing optimization and testing of new systems. We only list hardware we've personally validated for local AI workloads.

Already Have Compatible Hardware?

If you own an AMD unified memory system or similar AI-capable hardware, we can set up Qalarc AI-OS on your existing equipment.

Certified Compatible Hardware

Qalarc AI-OS is optimized for these systems. We recommend hardware based on real-world testing and update this list quarterly.

All systems feature 128GB unified memory. Focus on expansion needs and availability for your use case.

System CPU/GPU Bandwidth Expansion Price Status Notes
🏆 GMKtec EVO-X2 AI
PRIMARY RECOMMENDATION
Buy Now →
Ryzen AI Max+ 395
Radeon 8060S
256 GB/s OCuLink
USB4 40Gbps
~$1,999 ✓ In Stock Compact design, excellent thermals, OCuLink for eGPU. Best value for immediate deployment. Ships globally.
💎 Minisforum MS-S1 Max
BEST EXPANSION
More Info →
Ryzen AI Max+ 395
Radeon 8060S
256 GB/s PCIe x16 slot
USB4 V2 80Gbps
~$2,299 Q3/H2 2025 Internal PCIe x16 (x4 electrical), USB4 V2 for eGPU, rack-mountable, 320W PSU. Best for future expansion with Nvidia high-memory cards.
🔧 Framework Desktop
MODULAR & AVAILABLE
Configure →
Ryzen AI Max+ 395
Radeon 8060S
256 GB/s GPU Module Bay
(not exposed)
~$2,799 ✓ Available Now Modular, repairable, upgradeable design. Ships immediately. Requires assembly. GPU module bay not exposed in default case configuration.
Beelink GTR9 Pro
⚠️ KNOWN ISSUES
View Product →
Ryzen AI Max+ 395
Radeon 8060S
256 GB/s None ~$2,199 ✓ Available User Reports: Some units experience 10GbE stability issues under GPU load, 52dBA fan noise. Dual 10GbE ports, Mac Studio-inspired design. Verify warranty before purchase.
🍎 Mac Studio M4 Max
FASTEST FOR SMALL MODELS
View Product →
M4 Max
40-core GPU
546 GB/s TB5 only ~$3,999 ✓ Available Now Fastest for 7-13B models due to 2x bandwidth. Slower on 70B (6-8 tok/s) due to higher memory pressure. Qalarc AI-OS via dual-boot or replaces macOS.
🔮 Future Option: NVIDIA High-Memory GPUs (Early 2026)
NVIDIA is expected to release consumer GPUs with significantly higher VRAM capacities in early 2026. Systems with expandability (Minisforum MS-S1) will be able to leverage these as they become available. Check back for updates as new hardware is announced.

⚡ Performance Reality Check

All Strix Halo systems (GMKtec EVO-X2, Minisforum MS-S1, Framework Desktop, Beelink GTR9) run 70B Q4 models at 25-30 tokens/second thanks to quad-channel 256 GB/s bandwidth. All AMD systems perform identically—memory bandwidth is the bottleneck, not CPU speed or brand.

💎 Best for Future-Proofing

Minisforum MS-S1 Max
• Internal PCIe x16 + USB4 V2
• Ready for Nvidia 2026 GPUs
• Rack-mountable, 320W PSU
• Available Q3/H2 2025

🔧 Best Available Now

Framework Desktop
• Ships immediately
• Modular & repairable
• Excellent build quality
• Strong community support

🍎 Premium Option

Mac Studio M4 Max
• Fastest for 7-13B models
• 546 GB/s bandwidth
• Professional aesthetic
• macOS optional

📊 Detailed Performance Analysis

Single Model Inference Performance (Tokens/Second)

Device 7-8B 13B 30-32B 70B VRAM
All Strix Halo Systems
(GMKtec, Minisforum, Framework, Beelink)
36 tok/s ~20 tok/s 9-52 tok/s* 25-30 tok/s 128GB
(96GB allocable)
DGX Spark (GB10) 49+ tok/s ~30 tok/s ~15 tok/s 25-30 tok/s 128GB
Mac Studio M4 Max ~45 tok/s ~25 tok/s ~12 tok/s 6-8 tok/s 128GB

*30-32B varies: 9 tok/s dense models, 52 tok/s MoE with 4-bit quantization

Performance Note: All Strix Halo systems achieve 25-30 tok/s on 70B models with quad-channel 256 GB/s bandwidth and Q4 quantization. Mac Studio M4 Max slightly slower at lower VRAM (6-8 tok/s) but fastest at 7-13B models due to 546 GB/s bandwidth.

⚠️ Hardware We Don't Recommend

Based on real-world testing, these systems have issues or poor value for Qalarc AI-OS:

  • Beelink GTR9 Pro - Network and cooling issues documented (10GbE crashes under GPU load, 52dBA fan noise)
  • DGX Spark - 2x price for identical 70B performance to AMD options (both 25-30 tok/s)
  • "Coming soon" models - We only recommend hardware that's available now or has confirmed release dates

Qalarc AI-OS transforms compatible hardware into a powerful local AI platform. View performance comparisons and compatible systems below.

Model Performance

10ms
First Token Latency
35-45
Words/Second
100%
Uptime (Local)
Requests/Day

Live Speed Comparison

Strix Halo systems (256 GB/s bandwidth) - Watch actual token speeds

Qalarc on Strix Halo (20 tok/s)

                

Available Models

Click any model to see performance details and use cases

Llama 7B

Fast and efficient, perfect for coding assistants and chat interfaces

Llama 13B

Excellent balance of speed and intelligence for production workloads

Qwen 32B

Advanced reasoning and code generation capabilities

Llama 70B

Comparable to GPT-3.5, production-grade AI that outperforms cloud APIs

Mixtral 8x7B

GPT-3.5 level performance, MoE architecture for extreme efficiency

Llama 405B

Outperforms GPT-4 on many benchmarks, frontier model capabilities

DeepSeek 671B

State-of-the-art performance, cutting-edge research capabilities

Custom Fine-tuning

Train models on your specific data and use cases

ROI Calculator

Your Savings Analysis

Use Case Examples

💡
AI Startup

Hardware: GMKTEC EVO X2 (~$2,000)
Qalarc AI-OS Pro: $299 one-time
vs Cloud: $900+/month forever
Break-even: 3 months

🏥
Healthcare

HIPAA compliance requires on-premise
Qalarc AI-OS + compatible hardware
Compliance: Day 1

🏢
Enterprise

Already own AI-capable hardware?
Just add Qalarc AI-OS setup ($149-$499)
Running in hours

# Cost Breakdown Sources:
• OpenAI GPT-4: $30/1M tokens (source: openai.com/pricing)
• Anthropic Claude: $24/1M tokens (source: anthropic.com/pricing)
• Electricity: $0.12/kWh US average (source: EIA.gov)
• System Power: 500W (256GB), 750W (512GB)

The AI-OS Revolution

Your server comes alive. It thinks, manages, and evolves.

Not just software on hardware - but a living, learning system that runs your world.

📁

Intelligent File Management

AI organizes your entire filesystem automatically. Finds anything instantly.

⚙️

Self-Optimizing Performance

Tunes itself for maximum speed. Allocates resources intelligently.

🤖

Autonomous Agent Spawning

Creates specialized workers as needed. Manages its own workforce.

🔧

Self-Healing System

Detects and fixes problems automatically. Never goes down.

🧠

Continuous Learning

Gets smarter over time. Adapts to your patterns and needs.

🏠

Personal AI Hosting

Host AI personas for your family. Access from anywhere on any device.

Your AI Learns YOUR Business

🎯 Custom Training

  • ✓ Your documentation
  • ✓ Your codebase
  • ✓ Your processes
  • ✓ Your business rules

🧠 Deep Context

  • ✓ Knows your customers
  • ✓ Understands products
  • ✓ Learns workflows
  • ✓ Adapts to your style

⚙️ Full Automation

  • ✓ Customer support
  • ✓ Code development
  • ✓ Inventory management
  • ✓ Business decisions

Deployment Options

🏢
On-Premise

Hardware shipped to your location. Complete ownership and control.

☁️
Private Cloud

We host and manage privately for you. Your data stays isolated.

🔌
API Access

Use our infrastructure while keeping your data private.

Why Local AI?

🔒 Privacy

Your data never leaves your premises

✅ Compliance

HIPAA, GDPR, SOC2 by default

⚡ Speed

No network latency, instant responses

🎯 Control

Your models, your rules, your IP

💰 Cost

One-time purchase vs endless bills

💻 CLI First

Native terminal integration for developers

"If your AI girlfriend is not a locally running model, she's a prostitute."

Ready to Deploy AI Locally?

Join the waitlist for early access and priority deployment

About Qalarc

The Name

Qalarc combines multiple meanings:

  • Qal (קל) - Hebrew for "lightweight" or "easy"
  • QAL - Quantised Agents Local (our core technology)
  • Arc - A secure collection, like Noah's Arc protecting precious cargo

Together: "Lightweight Quantised Agents Local, secured like an Arc"

The Problem

Cloud AI is expensive, slow, and forces you to send your data to third parties. Mac Studio costs $7,000 but maxes out at 192GB RAM - insufficient for 405B models. DIY local AI requires months of configuration, testing, and troubleshooting.

Our Solution

We deliver complete, production-ready AI systems. Not just hardware - we build it, configure the OS, load the models, integrate knowledge bases, test everything, and ship it ready to deploy.

What Makes Us Different

  • Turnkey Systems - Hardware + OS + Models + Knowledge in one package
  • Professional Assembly - Burn-in tested, quality assured
  • Pre-configured Software - Optimized Linux with AI stack ready
  • Models Included - Llama 405B, 70B, CodeLlama pre-loaded
  • Offline Knowledge - Wikipedia, technical docs integrated
  • Production Ready - From unboxing to deployment in hours

The Science

Three breakthrough technologies enable our systems:

Q4 Quantization

Reduces model size by 75% with minimal quality loss. Llama 405B fits in 200GB instead of 800GB, enabling deployment on consumer hardware.

System RAM > GPU VRAM

Large models run efficiently on system RAM without expensive GPUs. Our 256GB systems outperform $7K Mac Studios that can't run 405B models at all.

Local Inference

10ms first token (vs 500ms cloud), unlimited throughput, zero network dependency. Your data never leaves your premises - HIPAA/GDPR compliant by design.

Our Process

1.

Consultation

Understand your use case, requirements, and constraints

2.

Hardware Selection

Custom spec or standard 256GB/512GB configurations

3.

Professional Assembly

Build and burn-in test for reliability

4.

Software Setup

Install OS, optimize for AI workloads, load models

5.

Knowledge Integration

Load offline Wikipedia, technical docs, custom datasets

6.

Quality Assurance

Full system testing and validation

7.

Delivery & Support

Shipped ready-to-deploy with setup assistance and 90-day support

Our Mission

Make powerful local AI accessible to everyone. Not just for tech giants - for startups, clinics, researchers, and businesses who value privacy, control, and independence.

Get Started with Qalarc

Ready to deploy local AI? Contact us for a consultation or demo.

Or email us directly at: team@qalarc.com