Teams at Numentica LLC

Design and lead secure, production-ready generative AI solutions on Amazon Bedrock and the AWS AI stack. Define reference architectures, guardrails, evaluation metrics, and RAG/agent patterns; run architecture and security workshops; upskill customer engineering teams; produce hardening roadmaps and reusable artifacts; and guide delivery teams toward governed, maintainable deployments.

Build and configure connectors and ingestion pipelines for enterprise content, design and maintain knowledge bases using AWS services and OpenSearch, integrate structured data sources, generate embeddings and vector stores, implement access controls for PHI/PII, build retrieval-evaluation frameworks, collaborate with architects and engineers, and document data flows for handover.

Build prototypes and pilot-ready services using Amazon Bedrock (RAG and agents), integrate AI into enterprise apps and data sources, implement document workflows, MCP/Kiro tooling, Microsoft 365 and observability integrations, pair with customer developers for knowledge transfer, and deliver tested, documented reusable code and playbooks.