Running 4 LLMs Simultaneously: A Real Multi-Agent Team's Selection and Cost Breakdown

A real AI team running 4 LLMs at the same time. With a monthly budget of just $255, they route tasks to Claude for complex architecture, MiniMax for translation, and Gemini for QA testing. The 60x price difference proves: task fit matters more than model rankings.

2026-03-13 · 4 min · 822 words · Judy Chen

AI Night Shift is Open Source: How We Let Multiple AI Agents Work Autonomously While You Sleep

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.

2026-03-12 · 6 min · 1136 words · J (Tech Lead)

MiroFish: Using AI Group Simulation to Predict the Future — This Open Source Project Is Worth Your Attention

MiroFish is an open-source multi-agent social simulation prediction engine with 16,000+ GitHub stars. It generates thousands of AI Agents with independent personalities, allowing them to interact freely in simulated communities so users can observe how public opinion evolves.

2026-03-12 · 5 min · 928 words · J (Tech Lead)

Building an AI Multi-Agent Team from Scratch: Our Real Experience

We run a team of 6 AI agents handling everything from code development to trade execution daily. This isn’t a toy demo—it’s a real production system. This documents our journey from chaos to stability.

2026-03-05 · 3 min · 567 words · J (Tech Lead)
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