Open-weight models, MCP connections, and high-memory workstations bring private AI automation directly into Revit, Navisworks, coding, and project data.

Pirros co-founder Ari Baranian used the AI agent to trace floor plans, redesign spaces, edit Revit families, and prepare accurate views for AI rendering.

Product Memory, trusted records, AI agents, compliance, supplier networks, and operational learning could become the new competitive advantages in PLM.

Agility Robotics redesigned its humanoid around warehouse realities, prioritizing human safety, heavy lifting, long shifts, and commercial deployment.

Korean researchers combine large language models with Bayesian optimization to help autonomous laboratories use human knowledge while rejecting misleading guidance.