test

Developed an Apache Kafka-based data ingestion pipeline with storage in Milvus. Implemented a debug UI in Streamlit for streamlined development. Created Docling-based data ingestion pipelines for structured data conversion. Built a WhatsApp bot using Twilio and Groq for automated communication. Wrote a script for data scraping from Oracle websites and transforming unstructured data into DDL schema using large language models. Created a voice agent using pipecat and livekit.