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AI agent evolution

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João (Joe) Moura

Shift to autonomous, self-evolving agents

In early 2026, AI is moving beyond simple prompt-based interactions toward autonomous, long-running agents that can break down goals, execute code, and operate independently — a shift likened to the rise of the modern web stack.

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Orchestrating Self-Evolving Agents with CrewAI and NVIDIA NemoClaw | CrewAI

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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.
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