Edge AI Agent & Tiny LLM Projects for On-Device Apps

Dive into three innovative, production-style project concepts showcasing the power of on-device AI agents and tiny LLM systems. This collection provides practical ideas leveraging modern edge AI tooling and frameworks available in 2026, designed for real-world deployment. Discover how to build intelligent, autonomous applications directly on edge hardware.

Chapters

1. 01 Introduction to Edge AI Agents and Environment Setup 13m
2. 02 Implementing On-Device Speech-to-Text with Whisper.cpp 16m
3. 03 Integrate a Tiny Local LLM for Edge Device Language Understanding 18m
4. 04 Build On-Device AI Agent Intent Mapping with Local LLMs 19m
5. 05 Smart Home Integration and Action Execution 20m
6. 06 Optimizing Performance and Resource Management on Edge Hardware 24m
7. 07 Ensuring Robustness, Error Handling, and Basic Security 23m
8. 08 Deployment, Maintainability, and Expanding Edge AI Agent Concepts 15m