Ensuring Reliability and Trustworthiness of AI systems is crucial in the era of LLMs and, of course, particularly in the realm of Agentic AI. This talk explores strategies to mitigate risks in AI-powered systems by enhancing transparency, fostering integrity, and applying watermarking for better traceability.