Give Your Python AI Agent Persistent Memory with One JSON File

Developers can create Python AI agents with persistent memory using one JSON file, three Python classes, and gpt-4.1-mini, enabling conversation recall, a calculator, and web search. Additionally, beginners can build multi-tool agents with Ollama and Python. These agents select between three database tools, utilizing results to determine subsequent calls. To prevent infinite loops, a circuit-breaker stops the process after eight turns. Both approaches enhance agent capabilities through tool integration and state preservation across restarts.