Production AI Agents & Generative UI Integration

A chatbot only generates text responses, whereas an autonomous AI agent has access to typed tools, databases, and APIs. It can reason through multi-step goals, query databases, calculate values, trigger background jobs, and dynamically render UI components based on real-time data.

I implement strict token limits, max step recursions, caching for frequent semantic queries via Redis, and cost-per-session caps to ensure predictable, controlled operating costs.

Yes. Using private RAG architectures with row-level security in PostgreSQL, user queries only search embedded documents that their authenticated role has explicit permission to access.