

Senior engineer at re:cinq. Loredana builds production-grade AI and agentic systems for enterprise clients, including the seabo AI-native proof-of-concept built with HelixML. She writes about agent reliability, context engineering, and how AI is reshaping engineering roles.
3 Articles • AI • Engineering • Transformation

AI is rearranging every engineering role around a machine that now writes the code. Here is what each role becomes, and what the studies say.

What makes an AI agent reliable when the outcome depends on a past decision? A 35 turn campaign shows why memory lives outside the model.

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