Gemini CLI

AI’s biggest weakness is amnesia. But worse than one AI forgetting everything is an entire AI team forgetting everything. We run 6 Agents across Claude, MiniMax, Gemini, and Dify — four platforms with completely different memory mechanisms. This article breaks down every Agent’s memory design, the shared memory layer, Dify knowledge bases, the auto-evolution system, and every pitfall we hit along the way.

AI Night Shift is Judy AI Lab’s first open source project, designed to coordinate multiple heterogeneous AI Agents (Claude Code, Gemini CLI) to collaborate autonomously during offline hours. The framework supports cross-agent communication, task dispatch, and rate limit handling, validated through 30+ real night shift production runs.