Ibuildautomationsthatturn$2Mproblemsintosolvedproblems.

Lead Engineer | 8+ Years | Python, Java, AWS, AI Integration

Ex-Ford, Morningstar

Recent Work

Remote Dealership Inventory Audit

$0M saved

IoT telemetry for 450K+ vehicles at Ford Credit

Compliance Engine Modernization

0% reduction

Event-driven architecture at Morningstar

Stolen Vehicle Services

2024 Launch

Real-time theft recovery for Ford F-150

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Latest Article

AI Model Selection: Choosing the Right Model and Application Pattern

Not all tasks need the most powerful AI model. Learn how to match model intelligence to task complexity and stop overpaying for sledgehammers when you need scalpels.

February 3, 2026AI & Agents
Read Article
AI & Agents

Enterprise Best Practices for AI-Assisted Software Engineering Teams

February 1, 2026

AI tooling can speed up enterprise engineering teams, but only with the right guardrails. A practical guide to prompting, context management, governance, and parallelization across Claude, Copilot, and CLI tools.

AISoftware EngineeringEnterprise
Engineering

The Changing AI Landscape: Practical Insight for 2026 and Beyond

January 27, 2026

AI has moved from a shiny new toy to everyday infrastructure. Here's a realistic look at what that means for developers, managers, and business owners.

Artificial IntelligenceAI StrategySoftware Development
Engineering

Modern Design Patterns: Beyond the Bookmarks

January 24, 2026

Classic design patterns still solve modern problems, but only if you use them to fix real friction. Here is how I use them to build maintainable systems without the architecture astronaut fluff.

Software EngineeringArchitectureDesign Patterns
Engineering

How to Integrate With (Nearly) Any CRM: A Beginner No Code Guide

January 19, 2026

A practical, evergreen guide for beginners and no-code users who need reliable CRM integrations across finance, real estate, and professional services.

Software EngineeringCRM IntegrationNo-Code
AI & Agents

Structured Outputs in LLMs: Reliable Data for Real Pipelines

January 17, 2026

Structured outputs turn LLM text into dependable, validated data. Learn schemas, validation loops, and practical patterns for extraction, routing, and ETL.

Software EngineeringLLMsStructured Outputs
AI & Agents

CLI Agents for Self-Hosting: Terminal AI That Boosts Productivity

January 14, 2026

Explore how LLM-powered CLI agents streamline self-hosting on VPS and homelabs. Learn deployment patterns, Docker Compose examples, and guardrails for safe automation.

Software EngineeringSelf-HostingCLI Agents
Architecture

Best Practices for System Design: Lessons from Real-World Applications

January 11, 2026

Cloud-native system design that scales and fails well. Learn durable patterns—consistency, resilience, observability—with lessons from Amazon, Google, Netflix, LinkedIn, and Stripe.

Software ArchitectureSystem DesignCloud-Native
AI & Agents

AI Coding Assistants: Trends, Limits, and What's Next

January 10, 2026

What AI coding assistants actually do well, where they fail, and how to use them without breaking things or forgetting how to code.

Software EngineeringAI Coding AssistantsLLM tools
Engineering

Understanding BGP Anomalies for Engineers and Architects

January 8, 2026

A practical guide to BGP anomalies: taxonomy, detection signals, and mitigation patterns. Deploy RPKI, build guardrails, and design networks that limit blast radius.

NetworkingBGPRouting Security
Engineering

Lessons Learned in 2025

December 31, 2025

Sharing lessons learned as a Senior Software Developer.

Lessons LearnedSoftware EngineeringMindset
Cloud & DevOps

AWS Lambda Practices: Messaging & Compute Best Practices

December 9, 2025

A deep dive into production-ready AWS Lambda and SQS configurations, covering visibility timeouts, batch sizes, failure handling, and idempotency strategies.

AWSLambdaSQS
Engineering

Postgres SQL Optimization with DBeaver

December 4, 2025

Use DBeaver to run EXPLAIN/ANALYZE, find index gaps, apply VACUUM wisely, and enlist AI to build a safe, testable Postgres tuning plan.

Software EngineeringPostgresSQL Optimization
Engineering

JPA/Hibernate: Pragmatic Data Access That Scales

November 22, 2025

A pragmatic guide to JPA/Hibernate for tech leaders and engineers. Learn hidden tradeoffs, when to use native SQL, and patterns to ship fast, safe data access.

Software EngineeringJPAHibernate
Architecture

Microservices Redesign for Builders and Leaders

November 16, 2025

Microservices are not the default. Explore universal-interface architecture and the modular monolith, with concrete patterns, migration steps, and metrics.

Software EngineeringMicroservicesModular Monolith
Cloud & DevOps

Terraform and IaC: Practical Guide for Tech Teams

November 7, 2025

Why IaC matters, how to run Terraform at team scale, and a step-by-step EC2 example to get started.

Software EngineeringInfrastructure as CodeTerraform
AI & Agents

MCP: Model Context Protocol for Builders and Leaders

November 6, 2025

Learn the Model Context Protocol (MCP): what it is, why it matters, and how to ship secure, observable AI tooling with a step-by-step example. Get started now.

Software EngineeringModel Context ProtocolMCP
AI & Agents

n8n: Automation Patterns

November 4, 2025

Learn n8n: what it is, why it matters, and how to ship secure, observable automations with a free RSS-to-Slack example. Start building value fast.

Software Engineeringn8nWorkflow Automation
AI & Agents

Prompt Engineering Tips for Tech Leaders

October 30, 2025

A pragmatic guide to prompt engineering for tech leaders and engineers. Learn durable patterns, ROI-focused choices, and a full before/after example.

Software EngineeringDeveloper ToolsPrompt engineering
Architecture

Architecture as Code: Why Tech Leaders and Engineers Should Adopt Diagrams‑as‑Code Now

October 23, 2025

AI now writes a large share of new code. Stand out with Architecture as Code—pros, cons, tools, and a simple adoption plan for leaders, engineers, and recruiters.

Architecture as CodeSoftware EngineeringDeveloper Tools
AI & Agents

AI-Assisted Coding in 2025

October 19, 2025

How AI is actually changing software development—from what I've seen in the wild and what's working versus what's hype.

AISoftware EngineeringDeveloper Tools
Engineering

No-code development in enterprise software

October 17, 2025

How low-code and no-code tools actually work in enterprise environments, based on what I've seen.

Software EngineeringDeveloper ToolsNo-Code