Irina Popovikj, AI Consultant at Dynamic People, covers what makes a good AI agent in practice: data quality, the permissions and security it has to work within, and the custom tooling built when something doesn't exist yet. The talk is grounded in real work building and testing enterprise agents, and the goal is to leave a clearer, more concrete sense of what actually goes into a working agent, and what's worth planning for before starting one.