Hardware Guide for AISHE

To utilize AISHE optimally, hardware should not only meet the minimum requirements but also be specifically designed to handle specialized workloads such as DDE (Dynamic Data Exchange) and RTD (Real-Time Data).

1. Overview of Requirement Profiles

Component	Minimum Requirement (Entry-level)	Recommended (Stable/ Continuous Operation)	Professional / High-End (Maximum Performance)
CPU (Processor)	Intel i5 (8th Gen+) or Ryzen 5	Intel i7 (12th Gen+) or Ryzen 7	Intel i9-14900K or Ryzen 9 9950X
Cores / Clock Speed	4 Cores / 2.8 GHz	8 Cores / 4.5 GHz+	16+ Cores / up to 6.0 GHz
Memory (RAM)	8 GB RAM	16 GB - 32 GB DDR4/DDR5	32 GB - 64 GB DDR5 (6000 MHz+)
Graphics Card	Integrated Graphics (Intel UHD)	NVIDIA GTX 1650 / RTX 3050	NVIDIA RTX 4060 or higher
Hard Drive	64 GB SSD	256 GB NVMe SSD	1 TB NVMe PCIe 4.0/5.0 SSD
Software	Win 10/11 (64-bit)	Win 11 (64-bit)	Win 11 Pro (64-bit)
MS Office	Office 2019 (64-bit)	Office 2021 (64-bit)	Microsoft 365 (64-bit)

2. Why This Hardware is Vital for AISHE (Examples)

A. The "Single-Core" Factor (AISHE Logic)

The Issue: AISHE processes can only utilize one processor core at a time for its primary logic.
Hardware Choice: An Intel i9 with 6.0 GHz performs AISHE calculations nearly twice as fast as an older i5 with 3.0 GHz.
Example: A complex analysis cycle that takes 10 seconds on an i5-8400 (minimum requirement) is completed in approximately 3–4 seconds on an i9-14900K.

B. DDE & RTD Data Streams (Real-Time Stability)

The Issue: Permanent data feeds (market prices/signals) cause hundreds of micro-interruptions per second.
Hardware Choice: Fast DDR5 RAM and a large L3 Cache on the CPU prevent AISHE from "freezing" during high market volatility.
Recommendation: Use RAM with low latencies (e.g., CL30) so that AISHE can react to price changes instantaneously.

C. Graphics Acceleration (Interface & Visualization)

The Issue: When AISHE updates numerous charts or dashboards simultaneously, the CPU must "draw" the images.
Hardware Choice: A dedicated NVIDIA Graphics Card handles this task.
Advantage: The CPU remains 100% free for AISHE logic and neural networks, while the graphics card ensures fluid scrolling.

3. Important Note on Virtualization (VM)

If AISHE is operated within a VirtualBox or another VM, hardware costs increase:

CPU: The host PC must have at least 2 more cores than those assigned to the VM (e.g., a host with 6 cores if the VM is assigned 4).
RAM: Plan for an additional 4 GB of RAM for the host operating system.
Tip: For the best performance, a direct installation (without VM) on Windows 11 is highly recommended.

4. Pre-Start Checklist

64-Bit System: AISHE strictly requires the 64-bit version of Windows and MS Office.
Power Options: Set your PC to "Best Performance" to ensure the CPU is not throttled during AISHE operation.
Administrator Rights: Ensure AISHE is launched with administrator privileges to access necessary directories (e.g., C:\Highway\... and C:\Drive\ID... ).

User Guidance:

Looking for a budget-friendly system? Choose a PC with an Intel i5-13400 and 16 GB of RAM.
Trading at high frequencies with AISHE? Select a system with an i9-14900K and an RTX 4060 .