Experience

Select AI

Production open-source SDK for Oracle Autonomous Database — RAG, NL2SQL, agentic workflows, vector search

• Designed and shipped an open-source Python SDK for Oracle Select AI enabling RAG, NL2SQL, agentic workflows, and vector search against Autonomous Database.
• Enhanced NL2SQL functionality and ran cross-provider LLM benchmarking and accuracy tests to tune prompts.
• Implemented Vector Search and enabled RAG using offline ONNX embeddings and in-database similarity search.

DBMS_CLOUD

Multi-cloud SQL migration and cloud function invocation shipped into Autonomous Database

• Developed an SQL migration package to transform PostgreSQL, MySQL, and MSSQL into Oracle SQL.
• Integrated cloud function invocation (AWS Lambda, Azure & GCP functions) into Autonomous Database workflows.

HA Daemon

~50% failover downtime reduction — seamless failover for NetScaler on AWS

• Built a Python-based High Availability Daemon for Netscaler on AWS with seamless failover.
• Replaced legacy ENI transfer with EIP and PIP migration, reducing failover downtime by ~50%.

Zero Touch Provisioning

~90% setup time reduction — automated license, interfaces, and startup configuration

• Created Preboot Userdata feature for NetScaler on Linux, automating license setup, startup scripts, and interface configuration.
• Reduced setup time by ~90% and eliminated operational costs for customers and internal testing.

Cloud Sanity Checker

Adopted by ~500-person org; ~40% config error reduction across cloud deployments

• Independently built a tool to detect and prevent cloud deployment misconfigurations.
• Presented to ~500 stakeholders; adopted as official deployment utility, reducing config errors by ~40%.