Vetted Founders in the Greater Houston

“Built and deployed a compliance-sensitive LLM pipeline that extracts rebate logic from hospital–supplier medical contracts, using multi-layer redaction (regex/NER/dictionary), schema-validated structured outputs, and secure placeholder reinsertion. Hosted models on Amazon Bedrock to avoid retraining on sensitive data and improved both accuracy and cost by splitting the workflow into a lightweight section classifier plus a fine-tuned extraction model, orchestrated with LangChain and evaluated via layered, test-driven agent assessments.”

“Former Harris County leader turned consulting partner with strong public-sector transformation experience, including a $2.5M Azure-based analytics modernization for Harris County Public Health and governance-heavy infrastructure work on the Harris County Flood Warning System. Also managed multiple concurrent quantum computing optimization and machine learning engagements, showing an unusual blend of government modernization, executive stakeholder management, and frontier-tech delivery.”

“Built and deployed a Unity-based, NSF-funded medical interaction system for the University of Houston MRI Lab, combining speech recognition, LLaMA-based function calling, and real-time simulation controls. Particularly strong in taking experimental AI systems from discovery through stabilization, with measurable impact including roughly 50% faster task completion than traditional point-and-click workflows.”