Chris.
Architecting Digital Dreams. I build industry-agnostic application engines that reduce chaos and create leverage.

Architecting Engines
from Code.
Like a well-designed machine, good software should be structured, stable, and infinitely scalable.
I specialize in building industry-agnostic application engines—reusable system types that reduce chaos and make execution predictable.
If you can describe the friction, I can design the machine that removes it.
Architecture
AI & Data
Monetization
Platforms
Industry-Agnostic Engines
Reusable system types adapted to construction, logistics, finance, startups, and beyond.
AI-Powered Intelligence
Turning scattered documents and notes into answers, workflows, and decisions via RAG and agents.
Production-Grade Structure
Built to reduce human friction and scale cleanly. I design how your software makes money and operates.
Architected Systems
Project Pretzel
A project workspace platform designed to untwist real-world coordination problems.
Directory Platform
A marketplace platform for aggregating service providers and enabling trust-driven discovery.
AI Agents Workflows
Patterns and systems for AI assistants that retrieve context, execute tasks, and support domains.
Capabilities
I partner with founders to manifest digital realities.
Workflow & Process Systems
Chaos Reduction
Coordination problems: who does what, when, and what happens next.
- Task orchestration
- Approval pipelines
- Group workspaces
Monetization Engines
Revenue Logic
Pricing, tiers, access rules, renewals, and add-ons—clean and scalable.
- Tiered systems
- Stripe integration
- Add-on logic
Knowledge Systems
Usable Intelligence
Turning scattered documents and notes into usable intelligence and decisions.
- RAG architecture
- Internal copilots
- Categorization engines