What kind of AI automation projects do you build?
I build practical AI workflows that connect LLMs, N8N, MCP, APIs, business data, and human review steps into reliable automation.
AI Engineer & Senior Full-Stack Developer
I combine 20+ years of full-stack engineering with modern AI workflows, LangGraph multi-agent architectures, Harness Engineering, CDD/SDD, and strict guardrails to build and modernize reliable business systems.
20+ years building enterprise software, currently building LangGraph/LangChain agentic tooling, Harness Engineering PoCs, AgTech tracking systems, and modern ERPs.
Services for AI and Software Modernization
Practical implementation for teams that need reliable automation, cleaner architecture, and software that can keep growing.
AI Automation
Automate repetitive business workflows with practical AI agents, LLM integrations, N8N pipelines, and reliable software boundaries.
Explore service.NET Modernization
Modernize .NET Framework and legacy MVC systems into maintainable .NET Core, .NET 9, React, and cloud-ready architectures.
Explore serviceReact Apps
Build scalable React applications for dashboards, internal tools, management systems, and enterprise workflows.
Explore serviceComputer Vision
Design computer vision workflows for image analysis, production quality checks, RTSP streams, and person re-identification systems.
Explore serviceCloud Architecture
Plan and implement pragmatic cloud architectures for .NET, React, containers, serverless workflows, and cost-aware deployments.
Explore serviceMCP Workflows
Build agentic workflows and MCP integrations that let AI tools safely interact with business context, APIs, and operational processes.
Explore serviceAbout Me
With over 20 years in software development, I specialize in AI Engineering and modern architectures. I construct high-trust AI agent workflows using frameworks like LangChain, LangGraph, LangSmith, n8n, and FastMCP, validated with strict guardrails, evaluation pipelines, and Harness Engineering test suites. I also modernize legacy systems using .NET 9, React, and cloud architectures.
Currently focused on Constraint & Spec-Driven Development (CDD/SDD), Harness Engineering, and stateful agent graph orchestration using LangGraph and LangSmith. Active work includes internal AI developer tooling, Proofs-of-Concept for automated eval harnesses, an enterprise ERP, and an AgTech Cow Monitoring telemetry platform.
"Leveraging AI and best practices to enhance code quality and accelerate development cycles without compromising reliability."
20+ Years Experience
Two decades of software development expertise
AI Integration
Cutting-edge AI and MCP implementation
Rapid Development
Fast delivery with quality validation
Technical Expertise
Core Technologies
.NET 9 / Core
React & TypeScript
.NET Framework
AI Developer Tools
Claude Code & Antigravity
Open Code & Mimo Code
Cursor & Codex
AI Frameworks & Data
LangChain & LangGraph
LangSmith (Eval & Tracing)
n8n & FastMCP
SQL Server & PostgreSQL
Innovation Focus
Harness Engineering & Guardrails
CDD & SDD (Constraint/Spec Dev)
Multi-Agent Workflows
MCP Architecture
AI Automation, .NET, React, and Cloud Projects
Selected projects featuring AI integration, modernization, and complex architecture.
AgTech & Data Analysis
Cow Monitoring System
Real-time livestock monitoring dashboard and mobile tracking system for agricultural health data analysis.
Built a cross-platform mobile application using React Native for field operations
Developed a real-time data analysis dashboard using React and .NET Core
Designed a high-throughput database schema in PostgreSQL for continuous tracking data
React .NET Core PostgreSQL React Native
Fitness & Web/Mobile
Trainer Exercise App
Comprehensive exercise tracking and personal trainer workout management platform.
Designed high-polish workout builder and progress tracker
Integrated real-time synchronization between client and server
Responsive dashboard UI with detailed progress visualizations
React TypeScript .NET Core API Tailwind CSS
Business Operations / ERP
Enterprise ERP System
Scale business resource planning system managing logistics, billing, and inventory.
Architected using Domain-Driven Design and Clean Architecture
Migrated and unified legacy operational databases
Complex transactional workflows with rich validation boundaries
.NET 9 React SQL Server Clean Architecture
Industrial Logistics & Production
Cremigal
Comprehensive industrial management system migrating legacy MVC to modern microservices architecture.
AI Integration
- Automated Image Analysis for production quality
- Python-based ML workers for real-time processing
Migrated legacy MVC to .NET Core + React
Integrated industrial scales (Balanza) and flow meters (Caudalimetro)
Dockerized deployment for scalability
.NET Core React Docker Python Image Analysis
Security & Computer Vision
RosterVision
Advanced security dashboard for person re-identification and multi-camera tracking.
AI Integration
- Person Re-identification (ReID) models
- Real-time computer vision analysis
RTSP stream processing pipeline
Multi-embedding gallery for person tracking
Microservices architecture with Docker
.NET Core API React Python OpenCV ReID
Sports Club Management
ACADE
Modern management system ('Sistema del Club la Academia') for member tracking and event management.
Clean Architecture with Repository Pattern
Member (Socio) and Sponsor management
Event and Access control modules
.NET 9 React Vite TypeScript JWT
Healthcare / Modernization
Arthros
Strategic modernization initiative moving from on-prem monolith to serverless cloud architecture.
Migrating .NET Framework 4.8 to .NET Core
Moving from VPS to AWS Serverless/Containerized
Projected 60% infrastructure cost reduction
React AWS .NET Core Docker
AI Automation
VirtualStaff
Autonomous virtual workforce powered by sophisticated agentic workflows.
AI Integration
- Agentic Workflow Orchestration using Claw
- Context-aware AI assistance
Complex automation pipelines with n8n and Claw integrations
Integration with top-tier LLMs (Gemini, Claude)
Autonomous task execution and reporting
AI Agents n8n Claw LLMs Anthropic Gemini
Retail / POS
Minimarket Barto
Custom Point of Sale system with unique branding and hardware integration.
Custom 'Price Label Wizard' with thermal printing
High-polish UI with 'Bart Simpson' theme
Real-time inventory management
.NET Core React Tailwind
Logistics Platform
Quest
Core logistics platform for BNSF, featuring a microservices architecture and event-driven design.
Managed 15+ microservices
Scalable event-driven architecture
Reduced deployment time by 40%
.NET Core React Azure Functions Cosmos DB
Logistics Integration
Interchez
Mission-critical web applications for logistics integration with Carriers and ERPs.
Real-time tracking & reporting
Integrated with QuickBooks & SAP
Managed complex deployment pipelines
MVC 5 C# WCF Bootstrap AWS S3
Agriculture Enterprise
SPET
Multi-currency and multi-language platform for a major agribusiness enterprise.
Complex SAP Integration
Multi-currency/language support
Hybrid WPF/Web architecture
WPF MVC WCF SAP Integration
Professional Journey
20+ years of delivering software solutions.
Full Stack Developer (Freelance)
Self-Employed
2005 - Present
Over 20 years delivering custom solutions for logistics, real estate, and industrial sectors. **Last 2 Years Strategic Focus:** I have pivoted to specialized AI automation and modern architecture modernization, delivering these key projects:
- Currently developing 'Cow Monitoring System' (AgTech data analysis, React, .NET Core, PostgreSQL, React Native).
- Currently building an enterprise ERP system and a 'Trainer Exercise' application using .NET 9 and React.
- Built 'VirtualStaff': Autonomous AI workforce using Agentic Workflows (n8n, Claw, LLMs).
- Created 'Minimarket Barto': Custom POS system with thermal printing and unique UI.
- Developed 'LAAD' (Systema del Club la Academia): Comprehensive club management with .NET 9.
- Architected 'Arthros' cloud migration strategy (Legacy to Serverless).
- Developed 'Cremigal' industrial management system with AI/ML integration.
- Created 'RosterVision' security platform with Computer Vision.
Full Stack Developer
BNSF Logistics
Nov 2018 - Nov 2023
Led the design and implementation of the 'Quest' logistics core platform.
- Designed .NET Core + React microservices architecture.
- Managed 15+ microservices with Azure Functions and Cosmos DB.
- Reduced deployment time by 40% via CI/CD pipelines.
Solution Developer
IINTERCHEZ
July 2012 - Sept 2018
Designed mission-critical web applications for logistics integration.
- Integrated systems with Carriers, ERPs, and QuickBooks.
- Managed deployment environments and code quality.
Lead Developer
Neoris
Aug 2007 - June 2012
Oversaw development teams and framework architecture.
- Led 20+ developers across multiple enterprise projects.
- Acted as Framework Architect and Deployment Manager.
Frequently Asked Questions
A quick overview of how I usually help teams evaluate, build, and modernize software.
Can you modernize an existing .NET Framework application?
Yes. I help teams assess legacy .NET systems and move incrementally toward .NET Core, .NET 9, React, cloud-ready architecture, and safer deployments.
Do you work with existing teams?
Yes. I can work as a hands-on developer, modernization consultant, technical lead, or AI automation partner depending on the project.
Can you help evaluate whether an AI workflow is worth building?
Yes. I can review the process, data, risk, cost, and expected outcome before implementation so the project starts with a practical plan.