nasha2878/AmazonBedrockAgentCore ? reverse-engineered prompt

Build me a Python project that shows how to create and run a bunch of Amazon Bedrock AgentCore examples in one place, from simple starter agents to more advanced agent workflows.

I want it to include examples for deploying agents, adding short term and long term memory, calling tools through a gateway, using a Lambda tool, connecting a Python client, handling OAuth, and building a real time weather agent. It should also cover things like multi tool orchestration, policy enforcement, code execution, payment and gateway integration, monitoring, and basic agent evaluation. Keep it organized so each example is easy to run on its own, with clear setup steps and simple instructions for someone following along.

If anything depends on current AWS or AgentCore docs, look them up online and make sure the examples are up to date.