Core Capabilities & Architecture

Taam Ja' LLC

Founder & Principal Engineer

2024 — Present

AI research lab. Building the infrastructure layer that makes AI reliable — not demos, not prototypes.

Memory OS Apache AGE pgvector MCP Server GraphRAG Learning Factory

LLC Projects

Three-tier Memory OS with Invalidation Ripple
Custom MCP server exposing graph to Cursor
Learning Factory — MIT open-source release
Autonomous Chief-of-Staff agent (planning)

Key Wins

60% reduction in manual review time
45% MTTR reduction via MCP + App Insights
35% AI cost reduction via MCP proxy
AI SME for Cursor & Azure OpenAI adoption

GoEngineer

Senior Full Stack Software Engineer

June 2024 — January 2026

First engineer to introduce AI into mission-critical systems. Built production RAG, custom MCP proxy, AI integration test frameworks.

Azure OpenAI RAG Pipeline FastMCP 2.0+ Azure AI Search Cursor Agent Mode C# / .NET Python

Willis Towers Watson

Software Developer

May 2016 — September 2023

7 years on the largest private Medicare marketplace in the US. Owned full stack — React to Azure SQL. Designed architectural patterns adopted org-wide.

Microservices CQRS DDD Bounded Contexts React C# .NET Azure SQL VoIP Integration

Architecture

Redux alternative — Context API + useReducer
Domain-focused micro-stores per module
RESTful API bounded context microservice
VoIP gateway → millions in revenue impact
Mentored junior devs to full productivity

Trust Signal

Last-resort engineer for production issues
Thousands of users, thousands of dollars
Led AWS migration of flagship Design Space
Built gigs-scale S3 + RDS migration systems

Cricut

Senior Software Engineer

March 2015 — March 2016

Primary developer for AWS cloud migration. Trusted as last resort for production fires affecting thousands of users.

AWS / S3 / RDS Node.js Mocha / shouldjs C# .NET

AmTrust North America

Software Developer III

May 2014 — March 2015

Bond quotes application. Pioneered CI/CD, UI test automation, and AES encryption for sensitive data compliance.

ASP.NET MVC AES Encryption CI/CD CasperJS KnockoutJS

Interaction Information Technology

Software Engineer

April 2010 — May 2014

HIPAA-compliant SaaS for behavioral health & human services. Clients included Mental Health Connection of Tarrant County, TX. Direct client liaison — full ownership.

HIPAA Compliance ASP.NET C# Behavioral Health SaaS

Microsoft

Operations Engineer — FTE

December 2000 — December 2008

8-year FTE. Built and operated Windows Stress Test automation across 60+ labs and thousands of machines. Created C#/ASP.NET web app as UI for lab automation infrastructure.

Large-Scale Automation Distributed Systems C# / ASP.NET Lab Infrastructure WTT

Scale

60+ testing labs across Microsoft campus
Thousands of machines under automation
20%+ increase in lab utilization
15%+ increase in test production
Redmond DNA — 8 years

Microsoft (via Comsys)

SDET II — Contract

April 2009 — November 2009

Built C#/.NET automated test report tooling for Forefront Security Performance team, extracting metrics from logs and generating Excel reports.

C# / .NET Test Automation Performance Testing

Core Capabilities & Architecture

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Memory OS & Knowledge Layer

Three-tier Memory OS with PostgreSQL + Apache AGE + pgvector. Invalidation Ripple for dependent node propagation. Custom MCP server exposing graph to AI agents. Designed for robust global memory banks and truth-as-a-service architectures.

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MCP & Function Calling

Built custom MCP proxy server (FastMCP 2.0+) for cost optimization. Integrated Azure MCP Server with Cursor for autonomous production diagnosis — resulting in a 45% MTTR reduction. Deep expertise in Model Context Protocol implementation.

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Enterprise AI Integration

First engineer to bring AI into mission-critical operations at scale. Built production RAG pipelines, AI summarization engines yielding 60% time savings, and LLM-as-a-Judge evaluation harnesses with admin observability metrics.

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Distributed Systems at Scale

8 years operating automation infrastructure across 60+ labs and thousands of machines. Architected event-driven systems using Azure Service Bus and Storage Queues. The discipline of reliable distributed systems forms the foundation of all AI implementations.

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Mentorship & AI Coaching

Served as AI SME driving organization-wide LLM adoption. Created prompt and context engineering resources for engineering and IT teams. Mentorship credited as career-defining by junior developers. Built Taam Ja' LLC as an extension of this coaching philosophy.

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Frontier Adaptation

Committed to the edge of AI infrastructure. Rapidly adapting to new frameworks and deploying cross-platform solutions. Actively expanding expertise across cloud ecosystems and advanced graph reasoning protocols (GraphRAG, Agentic orchestration).