GPIoT enables effective IoT program synthesis on resource-constrained devices by optimizing small language models specifically for IoT contexts.

• Addresses the challenge of deploying code generation on edge devices with limited resources
• Combines domain-specific knowledge with fine-tuning of small language models
• Reduces dependency on powerful cloud-based LLMs while maintaining specialized capabilities
• Creates a practical solution for IoT developers to generate valid, domain-specific code locally

This research bridges the gap between powerful AI code generation and practical IoT engineering constraints, enabling developers to create specialized applications efficiently even on resource-limited devices.

GPIoT: Tailoring Small Language Models for IoT Program Synthesis and Development