• Developed and deployed RAG-based chatbots using AWS Bedrock (Agents, Multi-Agent Orchestration, Knowledge Bases, OpenSearch Serverless), along with EC2, Lambda, and API Gateway to deliver production-ready client solutions. • Built voice AI solutions leveraging STT/TTS models (Whisper, Sarvam, AWS models, ElevenLabs) and integrated outbound calling via Ozonetel, delivering tailored implementations for healthcare, banking, and lending sectors. • Designed Snowflake Cortex agents using Cortex Search and Cortex Analytics for use cases such as image attribution and custom ML prediction workflows trained and executed within Snowflake. • Worked with AWS RDS databases for application-specific data storage, querying, and integration across multiple AI/ML solutions.

> Configured and managed network protocols including ICMP, ARP, and Spanning Tree Protocol, along with VLANs, trunk and access ports, using Arista Networks’ CLI in a virtual lab environment.. > Implemented and troubleshooted routing and switching solutions, mastered subnetting and trace route, and optimized network performance through effective use of switchport and no switchport configurations.