At Blue Orange, we’ve spent the last year and a half implementing AI agent systems across portfolio companies in logistics, healthcare, financial services, and manufacturing. Some worked brilliantly. Many failed expensively. Here’s what we learned. Architecture: Simpler Is Better The Pattern: Single orchestrator model + rich tool ecosystem The multi-agent systems that look impressive in… Continue reading Building AI Agents That Actually Work: Lessons from PE Portfolio Companies