Orchestrating Self-Evolving Agents with CrewAI and NVIDIA NemoClaw
The technology landscape in early 2026 is undergoing a shift similar to the rise of the modern web stack. AI is moving beyond simple prompt-based interactions toward autonomous, continuously evolving agents. These long-running agents, which many experienced recently on a more personal level through “claws”, can break down goals, execute code, and operate independently for extended periods. While this unlocks major productivity gains, it also creates new trust and security challenge