Technical Portfolio

LLM/RAG Systems Architect | Head of AI | Solo Enterprise Developer

AI Architecture Enterprise Systems MCP Pioneer 0-to-1 Builder

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Production

OfferEngine - Solo Developer

Sole Developer / Architect

Automated real estate platform: MLS → LLM analysis → ARV/Repairs → Contract → Email

Python 3.12 FastAPI SQLModel Celery PostgreSQL PyTorch

Key Achievements

Novel neural network for cross-LLM/cross-prompt normalization
2TB calculated_fields table (single table!) with sub-second queries
Full automation: MLS to delivered contract in 2 hours
100% email deliverability for automated campaigns

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Successfully Delivered

Cadenza - Head of AI

Head of AI / Lead Architect

Architected complete backend for AI grant writing platform as Head of AI

Python Flask SocketIO Celery Pinecone Custom RAG

Key Achievements

Designed self-learning API system with 75% autonomous error reduction
Built custom RAG with LLM-generated metadata
Architected multi-tenant system for 500+ concurrent orgs
Created novel Preventative Instruction (PI) system

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Production

A3E - Enterprise AI Infrastructure

LLM/RAG Systems Architect

Designed and built enterprise AI assistant with cutting-edge MCP architecture

Python Flask LangChain MCP Protocol Google Cloud

Key Achievements

Pioneered MCP server implementation with 20+ tools
Created Claude.md workflow integration system
Built zero-downtime dynamic tool loading
Designed HTTP wrapper for stdio MCP transformation

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Live Production

GuruCloudAI Platform

Founder / Full-Stack Developer

Built comprehensive AI-powered consulting platform from scratch

Python Flask PostgreSQL Redis Docker GCP

Key Achievements

Architected complete platform infrastructure
Implemented AI-powered document analysis system
Built CI/CD pipeline with GitHub Actions
Created dynamic permission system with scopes

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Current Focus Areas

MCP (Model Context Protocol)

Pioneering implementations of Anthropic's MCP standard

Expert

LLM/RAG Systems

Building production-grade retrieval-augmented generation systems

Expert

AI Agent Orchestration

Multi-agent systems with autonomous error handling

Advanced

Technical Expertise

AI/ML

LLM/RAG Systems Custom Neural Networks PyTorch LangChain Pinecone MCP Protocol

Backend

Python Flask FastAPI Django Celery SocketIO

Databases

PostgreSQL (2TB+) Redis Vector DBs Query Optimization

Cloud & DevOps

GCP Docker Kubernetes CI/CD GitHub Actions

Architecture

Microservices Event-Driven Multi-Tenant Distributed Systems

Specializations

Solo Enterprise Development 0-to-1 Products AI Integration

2M+ Properties Processed

500+ Nonprofits Served

75% Error Reduction

2TB Database Scale