ENGINEERED FOR THE REAL WORLD

From an idea.
To a working system.

AI mini PCs, graphics workstations, custom servers and Korean IDC. Hardware and software designed around the work you do.

One machine. One model. A whole new infrastructure.
Data center environment reference
STAEX / SYSTEM ENGINEERINGBuilt to
work.
Data center environment reference01 / IDC

SYSTEMS / BUILT AROUND YOU

Find the shape
of your next system.

From compact personal research to team compute and data operations. Start with your workload; define the build together.

MINISFORUM AI370 · device reference01 / Build reference
MINISFORUM AI370 · device reference

COMPACT INTELLIGENCE

AI mini PC

A compact starting point for local AI and personal research. Plan model size, memory and expansion together.

Local inferenceMemory planningCompact footprint
Discuss this build
Custom PC · build reference02 / Build reference
Custom PC · build reference

CREATIVE COMPUTE

GPU workstation

A desktop for AI development, 3D rendering and video work. Select graphics, cooling and power around your workload.

GPU selectionRendering & videoThermal design
Discuss this build
Dell PowerEdge · rack server reference03 / Build reference
Dell PowerEdge · rack server reference

RACK-READY SYSTEMS

Custom server

Compute and storage systems built around your requirements. Review GPU spacing, chassis, power and IDC installation.

GPU & CPURack mountingIDC integration
Discuss this build
Synology DS223j · NAS format reference04 / Build reference
Synology DS223j · NAS format reference

YOUR DATA, YOUR SPACE

NAS & backup

Private storage for sharing, archiving and independent backups. Design disks, access control and recovery as one system.

Drive planningAccess controlIndependent backup
Discuss this build

Photography illustrates equipment formats and environments. Actual models, specifications, prices and lead times are confirmed per project.

BUILD YOUR SYSTEM / REQUEST A QUOTE

Configure first. Quote next.

Choose a system and its hardware, or start with a model and token targets. An engineer will confirm compatibility, supply and pricing.

These are enquiry options. CPU, motherboard, memory type, slots, power, cooling and GPU edition require confirmation. Options do not imply stock or a validated build.

Sizing method & limitations

Generic dense-model assumptions: 8B/14B/32B/70B/120B use 32/48/64/80/96 layers, 8 KV heads, head dimension 128 and an FP16 KV cache. Weights = parameters × bits/8 plus 12% metadata. Runtime overhead is at least 2 GiB, with 15% overall headroom. Context and concurrency increase KV memory. Mini sizing budgets up to 75% of shared RAM; discrete GPUs budget 85% of nominal total VRAM. This does not certify that a model will run.

Speed controls intake priority only: Mini starts at ≤30 tokens/s per stream and ≤2 streams. Above 60 or 2 streams favours professional systems; above 120 or 8 streams favours IDC. Additional GPUs are planned after groups of 4 streams. These are routing heuristics, not benchmarks. MoE, vision, training and fine-tuning need a separate review.

GPU memory is not automatically pooled. Splitting a model needs compatible sharding, runtime and interconnect. GPU count does not imply proportional speed.

FROM DESKTOP TO DATA CENTER

Beyond the hardware.
Into your environment.

Connect equipment selection, software development and IDC preparation in a single project.

01 / CONNECTED ENGINEERING

Every layer.
One build partner.

From choosing components to bringing an environment online. A configuration shaped around your workload and budget.

/ 01

AI compute

Compute that fits the workload.

Plan GPU configurations and environments for model training, inference and rendering.

  • GPU configuration planning
  • Training & inference
  • Dedicated compute
Discuss this service
/ 02

Custom servers

Workload first. Components second.

Component selection, assembly, thermal and power planning, and validation for GPU and storage servers.

  • GPU & storage servers
  • Assembly & validation
  • Power & thermal design
Discuss this service
/ 03

Personal systems

Private infrastructure, on your desk.

Dedicated workstations and compact systems for research, creative work and local AI.

  • AI workstations
  • Creator systems
  • Compact & quiet builds
Discuss this service
/ 04

Private NAS

A home for data you control.

NAS design and assembly for file sharing, backups, remote access and future expansion.

  • Drive & RAID planning
  • Access & permissions
  • Independent backup design
Discuss this service
/ 05

Korea IDC colocation

A place for your systems to run.

Coordinate rack space, power, network requirements and installation across preferred regions in Korea.

  • Region & rack planning
  • Power & connectivity
  • Installation & remote work scope
Discuss this service
/ 06

AI software

Turn a model into a working tool.

Private LLM development, video AI pipelines, model integrations and optimisation software.

  • Private LLMs & RAG
  • Video AI workflows
  • Model & runtime optimisation
Discuss this service

02 / YOUR MODELS. YOUR WORKFLOW.

Beyond deployment.
Built around your work.

Connect model selection, data flows, inference engines and user tools into one considered system.

PRIVATE INTELLIGENCE

A language model connected to your knowledge.

Assess Kimi and other models whose licences permit dedicated deployment. Design retrieval, access control and a tailored interface around your data.

  • Model selection and hardware sizing
  • Internal search, RAG and tool integrations
  • Permitted fine-tuning and evaluation
Start a project
STAEX / SYSTEM BLUEPRINT01
01Your data
02Search / RAG
03Private LLM
04Your tools
01model / Kimi & open-weight LLMs
02data / your knowledge base
03access / controlled by design
DESIGNED AROUND YOUR WORKLOAD

Scope depends on model licences and hardware requirements. A MiniMax video API integration does not imply local deployment of its video model weights. Product names belong to their respective owners; no official affiliation is implied.

Official model referencesMoonshot AI / Kimi MiniMax / Video API
Data center environment reference
KOREA / IDC PLANNINGData center environment reference

03 / INFRASTRUCTURE IN KOREA

Korean infrastructure.
Your operating requirements.

Review location, rack space, power and connectivity together. Connect custom system assembly and IDC installation in one project.

Preferred region

Regions are enquiry preferences. The facility, availability, connectivity and installation terms are confirmed in the proposal.

Discuss this region
KOREA / LOCATION PLANNING
SEOULINCHEONDAEJEONDAEGUBUSANGWANGJU
PREFERRED REGIONSeoul / Capital areaKR / INFRASTRUCTURE
01

Rack space

Units, shared racks and dedicated racks

02

Power planning

Equipment load and power configuration

03

Connectivity

Bandwidth, circuits and IP requirements

04

Installation

Delivery, cabling and remote work scope

04 / FROM BRIEF TO BUILD

A clear path
from need to operation.

  1. 01

    Define

    Understand your goals, data, environment, budget and timeline.

  2. 02

    Design

    Propose hardware, software and IDC scope with a tailored quotation.

  3. 03

    Build & validate

    Assemble, develop, deploy and test against agreed criteria.

  4. 04

    Hand over

    Deliver documentation and validation results, and agree ongoing support.

Before we build.

Can you work with existing equipment?

We review its specifications, condition and expansion options, then propose what can be reused.

Can every model run on private infrastructure?

No. We distinguish dedicated deployment from API integration according to licences and available weights, and review any data sent outside your environment.

Does RAID replace a backup?

RAID does not replace an independent backup. We assess separate storage, systems or locations against your recovery requirements.

Do I pay on this website?

Submit an enquiry to confirm scope and receive a quotation first. The website does not charge you or reserve IDC capacity automatically.

LET’S BUILD WHAT’S NEXT.

What would you
like to build?

Start with your goals or your current environment. We will use your project requirements to plan the next step.

BASED IN GIMPO, KOREAsta express Inc. · 주식회사 스타익스프레스Connecting hardware, software and IDC.

Start your project

PROJECT / 01

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