Project Ideation
Concept Overview
Project ideation is the creative process of generating, developing, and communicating new ideas. In the context of local-ai, ideation often involves matching computational requirements with available hardware constraints to ensure feasibility.
Key Considerations for Local AI Projects
When ideating projects involving local-ai, consider the following hardware and architectural factors:
- Hardware Tiering: Evaluate target devices based on memory bandwidth and processing power, ranging from microcontrollers to high-end GPU clusters.
- Architecture Analogy: Use the “restaurant kitchen” model to understand data flow:
- Model Size vs. Capability: Smaller models run on edge devices with limited RAM; larger models require significant VRAM and parallel processing capabilities.
- Latency vs. Accuracy: Local deployment prioritizes privacy and low latency, often requiring trade-offs in model complexity.