01 — AGENTIC AI
AI Recipe Authoring Agent
Production-grade agentic AI platform that reduced pharmaceutical recipe authoring from 4 months to 10 days, with human-in-the-loop validation and full traceability.
LANGGRAPH / AMAZON BEDROCK / RAG →SELECTED WORK / CASE STUDIES
Architecture case studies from production enterprise AI platforms and distributed manufacturing systems — problems, decisions, trade-offs, and outcomes.
01 — AGENTIC AI
Production-grade agentic AI platform that reduced pharmaceutical recipe authoring from 4 months to 10 days, with human-in-the-loop validation and full traceability.
LANGGRAPH / AMAZON BEDROCK / RAG →02 — MANUFACTURING SYSTEMS
Distributed regression and load-testing platform executing automated validation across multiple MES environments — eliminating 12,000+ engineering hours annually.
C# / .NET / SQL SERVER →03 — AI-ASSISTED ENGINEERING
AI-assisted test script generation for regulated software validation, built on retrieval over historical validation assets — cutting validation effort from hours to minutes.
PYTHON / RAG / AZURE OPENAI →04 — ENTERPRISE AI INFRASTRUCTURE
MCP-based semantic retrieval platform letting AI agents discover and retrieve enterprise configurations through vector similarity search over PostgreSQL/pgvector.
FASTMCP / MCP / POSTGRESQL →05 — DATA & INTELLIGENCE
Production-grade natural-language analytics across 30+ manufacturing databases — semantic retrieval, SQL validation, execution guardrails, and LLM-generated summaries.
PYTHON / LANGGRAPH / AZURE OPENAI →