Quinn Mays enhanced the strands-agents/sdk-python repository by developing a stateful update to the ToolExecutor, enabling it to track the agent reference during invocation and thereby preventing KeyErrors on direct tool calls. Using Python and leveraging async programming and backend development skills, Quinn also implemented integration tests for ToolContext to ensure agent state could be accessed and modified reliably. This work improved the framework’s stability and tool interoperability by hardening direct tool call paths and expanding test coverage. The depth of the solution addressed both runtime reliability and future extensibility, laying groundwork for more robust tool integrations within the SDK.