Hello,

Building internal AI and developer tooling across CRM workflows, packaging systems, and low-level utilities.

• Built an MCP server backed by locally hosted LLMs for secure internal SugarCRM assistance.
• Developed a Go CLI that authenticates against SugarCRM APIs and exposes CRM tools to the MCP layer.
• Created an internal packaging and deployment app for QA-ready product builds.
• Built a cross-platform C++ utility to extract embedded font files from PDFs.

Focused on retrieval quality, infrastructure, and evaluation workflows for internal AI development.

• Implemented a RAG pipeline for documentation and code search using Qdrant and E5-Large-V2 embeddings.
• Prototyped and evaluated AI coding assistants by benchmarking code completion and refactor accuracy.
• Curated training and retrieval datasets through cleanup, deduplication, and prompt standardization.
• Provisioned and deployed coding and testing infrastructure across staging and production environments.

Worked on the data and retrieval foundations for an internal documentation assistant.

• Collected and converted website documentation and PDFs into RAG-ready text with chunking and metadata.
• Collaborated on system architecture for a documentation Q&A assistant.
• Implemented embedding generation, vector indexing, and top-k retrieval for grounded responses.
• Integrated an AI assistant bot into an internal documentation website.