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January 31, 2026

AI Agents in 2026: Practical Architecture for Tools, Memory, Evals, and Guardrails

Most “agent demos” look magical because they hide the hardest parts: state, tool contracts, retries, evaluation, and safety boundaries. In production,...

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Andrii Furmanets

Freelance full-stack development for product teams that want clear execution.

Based in Lviv, working with clients across Europe and the US.

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