Interesting Problems
at the Edge
I like work that uses my skills but stretches what I know. Systems architecture, automation, AI integration—generalist thinking for challenges that don't fit neatly into one specialty.
Not a specialist. A generalist who sees the whole system.
one integration
six weeks
on the internet
The Toolkit
Broad and deep. The tools I reach for depend on what the problem needs.
Systems & Architecture
- AWS infrastructure design
- Database architecture
- API design & integration
- Email deliverability systems
- Automation workflows
AI & Automation
- LLM integration (Claude, GPT)
- AI-first workflow design
- Headless agent systems
- Prompt engineering
- Cost optimization
Development
- JavaScript / TypeScript
- Node.js / Lambda
- Python
- Static site generators
- Google Apps Script
Strategy
- Technical architecture review
- Build vs. buy decisions
- Vendor evaluation
- Process optimization
- Systems thinking
What I Build
The kinds of problems I solve best.
System Integration
One client saved 15 hours/week by connecting their CRM to their email platform properly. That's what happens when you stop copying data manually and make your tools talk to each other instead.
AI Implementation
AI that actually does something useful. Custom agents that handle repetitive work. Workflow integration that cuts costs, not corners. Zero hype, all utility.
Email Infrastructure
12% inbox placement to 82% in six weeks. That's what proper warm-up, reputation management, and infrastructure work delivers. The unsexy foundation that makes every campaign succeed.
Automation
Manual processes that run automatically with minimal oversight. The kind of reliability where you forget the automation exists—until you realize you haven't thought about that task in weeks.
Technical Architecture
Systems that scale without drama. Maintain themselves without begging for attention. The boring, bulletproof foundation that lets everything else work.
Technical Audits
Evaluating existing systems. Finding the bottlenecks, the risks, the opportunities. Actionable recommendations you can actually implement.
The Process
How projects move from problem to solution.
Understand
Deep dive into your problem, constraints, and goals. What does success actually look like? What have you already tried that didn't work?
Design
Architect a solution that fits your context. Trade-offs made explicit. No hidden complexity.
Build
Implement with attention to maintainability. Code that works now and can be understood later.
Transfer
Hand off cleanly with documentation. You own it completely. No lock-in.
Engagement Models
How we can work together.
Advisory Call
1 hourOne hour to untangle a specific challenge. You'll leave with clarity and a plan you can actually execute.
Project-Based
Fixed scopeDefined scope, clear deliverables, fixed price. Start to finish with a clean handoff.
Retainer
OngoingOngoing access for organizations that need regular technical guidance and implementation support.
What I Don't Do
I'm selective about the work I take on. Clarity helps everyone.
Fewer projects done right beats more projects done poorly. Every time.
Good Fit
Projects I take on tend to share these qualities:
Have an Interesting Project?
Tell me what you're trying to build. If it's a good fit, we'll talk.