Optimizing Context Windows for Financial Report Analysis
How we reduced hallucination rates by 40% using hybrid search (Keyword + Vector) and metadata filtering in Pinecone.
// INITIALIZING PIPELINES...
I build the engines that power modern AI. Specializing in high-throughput ETL pipelines, Vector RAG systems, and Autonomous Agent workflows.
Designing robust ELT/ETL architectures using Airflow, DBT, and Spark. Ensuring data quality and lineage for downstream AI consumption.
Building RAG (Retrieval-Augmented Generation) systems with Vector Databases. Fine-tuning LLMs for specific domain tasks.
Replacing manual spreadsheet workflows with Python scripts and autonomous agents. If you do it twice, I automate it.
Tools and technologies I use to bend data.
Deep dives into architecture, code, and system design.
How we reduced hallucination rates by 40% using hybrid search (Keyword + Vector) and metadata filtering in Pinecone.
A step-by-step guide to automating Excel reporting using Python, Pandas, and AWS Lambda, saving 15 hours per week.
Why the monolithic warehouse is struggling and how a domain-oriented Data Mesh approach improves velocity.
Whether you need a custom RAG pipeline or a complete data infrastructure overhaul, let's build systems that scale.