SEAILGDec 9, 2025

Empowering smart app development with SolidGPT: an edge-cloud hybrid AI agent framework

arXiv:2512.08286v19 citationsh-index: 1Has Code
Originality Incremental advance
AI Analysis

This addresses the problem of developer productivity and data privacy in software engineering, offering a practical but incremental improvement over existing cloud-based or on-device solutions.

The authors tackled the challenge of integrating Large Language Models into development workflows while balancing semantic awareness, productivity, and privacy by introducing SolidGPT, an edge-cloud hybrid AI agent framework. The result is an open-source tool that enhances code search and automates tasks, supporting up to 500 private files and integrating with tools like VSCode and Notion.

The integration of Large Language Models (LLMs) into mobile and software development workflows faces a persistent tension among three demands: semantic awareness, developer productivity, and data privacy. Traditional cloud-based tools offer strong reasoning but risk data exposure and latency, while on-device solutions lack full-context understanding across codebase and developer tooling. We introduce SolidGPT, an open-source, edge-cloud hybrid developer assistant built on GitHub, designed to enhance code and workspace semantic search. SolidGPT enables developers to: talk to your codebase: interactively query code and project structure, discovering the right methods and modules without manual searching. Automate software project workflows: generate PRDs, task breakdowns, Kanban boards, and even scaffold web app beginnings, with deep integration via VSCode and Notion. Configure private, extensible agents: onboard private code folders (up to approximately 500 files), connect Notion, customize AI agent personas via embedding and in-context training, and deploy via Docker, CLI, or VSCode extension. In practice, SolidGPT empowers developer productivity through: Semantic-rich code navigation: no more hunting through files or wondering where a feature lives. Integrated documentation and task management: seamlessly sync generated PRD content and task boards into developer workflows. Privacy-first design: running locally via Docker or VSCode, with full control over code and data, while optionally reaching out to LLM APIs as needed. By combining interactive code querying, automated project scaffolding, and human-AI collaboration, SolidGPT provides a practical, privacy-respecting edge assistant that accelerates real-world development workflows, ideal for intelligent mobile and software engineering contexts.

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