AI Integration
AI as force multiplier for speed and quality, not novelty. Users don't see "AI"-they see results.
AI as Accelerant, Not Replacement
AI amplifies human capability-it doesn't replace human judgment. My philosophy:
Speed Multiplier
5 dashboard variations in 30 minutes. Prototype iteration at 10x velocity. AI handles generation; I handle curation.
Quality Amplifier
AI catches edge cases I miss. It generates test scenarios. But final decisions always involve human judgment on user impact.
Invisible Infrastructure
The best AI integration is invisible. Users don't see "AI-powered"-they see faster results, better accuracy, smoother experiences.
Context Preservation
I build AI workflows that maintain context across sessions. No "explain it again"- the system remembers the project state.
"10x prototyping speed. Humans still call the shots."
How I Actually Use AI
My Complete AI Workflow
Phase 1: Traditional discovery-research, distill insights, document requirements.
Phase 2: AI accelerates development. It generates prototypes from the plan; I refine and ship.
For personal projects, I skip team review since I'm the only reviewer.
AI Applications Across Projects
4 projects fully AI-built and shipped: FlowSocial, Loyalteez, MarsX, Nous Markets - complete applications from ideation to deployment using Claude as the primary development tool.
| Project | AI Application | Impact |
|---|---|---|
| Input/output scanning for AI safety | Patent-pending architecture for enterprise AI compliance | |
| FlowSocial AI-Built | AI autoscheduling, signal contextualization, platform-specific content adjustment | Fully AI-built and shipped. Evergreen content automation. |
| Loyalteez AI-Built | Rapid prototyping with AI | Fully AI-built and shipped. 5 dashboard variations in 30 minutes. |
| MarsX AI-Built | Full application development with AI | Fully AI-built and shipped. Maritime system modernization. |
| Nous Markets AI-Built | Full application development with AI | Fully AI-built and shipped. Trading arbitrage dashboard. |
| Agent prompt templates & hierarchy design | Standardized agent behavior across 4-layer architecture | |
| This Portfolio AI-Built | Structure and content generation | Built in hours, not weeks. Claude-assisted planning. |
Input/output scanning for AI safety
Impact: Patent-pending architecture for enterprise AI compliance
AI autoscheduling, signal contextualization, platform-specific content adjustment
Impact: Fully AI-built and shipped. Evergreen content automation.
Rapid prototyping with AI
Impact: Fully AI-built and shipped. 5 dashboard variations in 30 minutes.
Full application development with AI
Impact: Fully AI-built and shipped. Maritime system modernization.
Full application development with AI
Impact: Fully AI-built and shipped. Trading arbitrage dashboard.
Agent prompt templates & hierarchy design
Impact: Standardized agent behavior across 4-layer architecture
Structure and content generation
Impact: Built in hours, not weeks. Claude-assisted planning.
Related Case Studies
COMPLiQ
The Global Standard for Secure, RESPONSIBLE AI Deployments
View Case Study →FlowSocial
AI-powered social media campaigns - delegate posting to AI based on context seeds
View Case Study →Loyalteez
Open loyalty platform that cures loyalty fatigue and empowers users
View Case Study →vForge
Two attempts at AI agents on blockchain-lessons in scope discovery
View Case Study →