During December 2025, Mansvi Dobariya integrated AwaazAI telephony services into the pipecat-ai/docs repository, enabling real-time communication within community integrations. She focused on backend API integration and documentation, implementing a telephony serializer and wiring it into the existing community flows. This work prepared the system for both voice and text interactions, laying the foundation for future event handling and more responsive community engagement. Using Markdown for documentation and API integration techniques, Mansvi’s contribution was isolated to a single feature commit, with no bugs reported. The depth of the work centered on backend preparation and seamless integration into documentation-driven workflows.