Course • 10 Hours

The Silicon Layer

Hardware, Benchmarking, and Local LLM Deployment

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Completely Free. No Credit Card.

Course Curriculum

Module 1

Hardware Architecture

What actually runs the AI.

1.1 - GPU VRAM vs. System RAM
25 min
1.2 - Nvidia vs. Mac Silicon Benchmarking
30 min
1.3 - The PKR Economics of Home Servers
20 min
Module 2

Local Deployment

Running private models without APIs.

2.1 - LM Studio & Ollama Setup
25 min
2.2 - Quantization Levels Explained
20 min
2.3 - Deploying Llama 3 & DeepSeek Locally
35 min
Module 3

Performance Pacing

Maximizing Tokens Per Second (TPS).

3.1 - Context Window Optimization
25 min
3.2 - Parallel Inference Strategies
30 min
3.3 - Building a 'Laptop Server' Cluster
40 min
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AI Developer Toolkit

PKR 4,499
  • 11 Advanced Strategies (Breakout, Sniper, Momentum)
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  • Whale Tracker Automation Code
  • 1:1 Code Review with Taqi
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