CoreIA 2x RTX 5070 Ti

Role: ensure efficient airflow, maintain stable temperatures over time, and protect components.

Key takeaways:

A well-ventilated case improves stability for long workloads (computation, inference, data processing) and reduces noise. More compact form factors require stricter thermal management.

The case also influences the overall aesthetics of the machine.

Role: manage overall system responsiveness, multitasking, data preparation, and specific computing tasks.

Key takeaways:

The higher the core count, the better the system handles:

• run multiple applications simultaneously,
  
• prepare data for AI,
  
• compile, encode, or process CPU-intensive workloads.
  

Role: maintain consistent performance over time and avoid any frequency drops related to temperature.

• Air cooling: reliable, quiet, and durable solution.
  
• Water cooling (AIO): better temperatures under continuous load and more compact integration.
  

Key takeaway: good cooling is essential for the prolonged loads typical of AI.

Role: Ensure the compatibility, stability, and scalability of the workstation.

Key takeaway:

More comprehensive motherboards offer:

• more ports (USB, USB-C),
  
• more SSD slots,
  
• better power delivery to components,
  
• often integrated Wi-Fi and Bluetooth.
  

This facilitates future upgrades.

Role: Temporarily store data being processed and enable smooth work on large volumes of information.

Key takeaways:

• 32 GB: Recommended baseline for local AI, development, and inference
  
• 64 to 96 GB: High comfort for RAG, computer vision, and more complex projects
  
• 128 to 192 GB: Suitable for heavy loads, large datasets, and advanced professional use
  

High memory capacity allows you to process more data simultaneously and avoid slowdowns during intensive loads.

Role: accelerate AI calculations (inference, generation, vision, parallel computing).

Key takeaway:

Video memory (VRAM) is crucial:

• the more you have, the more complex models you can run locally,
  
• the GPU directly influences AI performance, much more than the CPU in most cases.

This machine comes with two graphics cards. You can choose other models in the configurator.

Role: hosting the system and applications while ensuring fast data access.

Key points:

• 1 TB is the recommended minimum,
  
• 2 TB or more provide more headroom for projects, models, and datasets.
  

High speeds primarily improve the copying and loading of large files.

Role: Add fast storage dedicated to projects, AI models, or working data.

Role: secondary storage.

• SATA SSD: silent and responsive for secondary data
  
• HDD: large capacity at a lower cost, but slower

Role: Provide stable and reliable power to the entire system.

Key takeaways:

The selected power supply is always sufficient for the chosen configuration.

If you are considering future upgrades (more powerful GPU, adding components), it is recommended to anticipate a power margin.

Gold certified power supplies are more efficient, quieter, and more durable.

Role: work software environment.

By default, Windows 11 Professionnel comes pre-installed and activated.

You can also choose:

• the system language,
  
• a dual boot Windows 11 Pro + Ubuntu LTS,
• Ubuntu
  
• or a system-less installation.

Role: prepare the artificial intelligence environment on the machine before delivery.

Key points:

These options are optional: advanced commissioning, AI Turnkey Pack, or RAG and AI Turnkey Pack for querying a private document database.

Role: to extend your machine's coverage.

The 2-year warranty is included. 3- or 5-year extensions are available in the configurator: their price depends on your configuration, and they are ordered by quote.