Draft Case Study
AI Document Pre-screening
An AI-assisted system that helps organizations check document submissions before human review, reducing manual effort on routine screening tasks.
Coming Soon
AI SYSTEMS BUILDER
I build practical AI-powered systems for real business problems.
I help organizations transform manual workflows into practical software using AI, SaaS, API integrations, RAG, and cloud technologies.
AI Systems
SaaS & RAG
API Integrations
AWS Serverless
CASE STUDIES
Systems I've Built and
Problems I've Solved
Draft Case Study
AWS Serverless Portfolio
Static portfolio site deployed on S3 and CloudFront with a serverless contact form using API Gateway, Lambda, and Zoho SMTP.
Coming Soon
Draft Case Study
Tourism Readiness Platform
A web platform designed to help local tourism operators assess and improve their readiness for digital and operational standards.
Coming Soon
Draft Case Study
Workflow Automation Project
An automation system connecting multiple business tools and APIs to eliminate repetitive manual steps across an operational workflow.
Coming Soon
Draft Case Study
Client System Migration
Technical migration of a client's legacy system to a modern cloud-based stack, preserving existing data and workflows during the transition.
Coming Soon
Explore All Case Studies
See the full collection of systems, experiments, projects, and lessons learned.
FEATURED PROJECT
Niovex.io
AI-assisted document pre-screening for organizations.
Niovex helps organizations check submissions before human review, improve consistency, and reduce unnecessary back-and-forth while keeping people responsible for important decisions.
- Two review modes
- Drive-native workflow
- Human-in-the-loop
- Evidence-based results
MY PROCESS
A Clear Process for Turning Your Problem Into a Working System
Understand Your Problem
We clarify the workflow, users, constraints, and outcome you need before choosing technology.
Design Your Solution
I map the workflow, information, integrations, architecture, and human decision points.
Build and Validate
I develop, integrate, test, and document the system against the agreed requirements.
Improve With Feedback
We review how the system performs, gather feedback, and refine what creates the most value.
WHY WORK WITH ME
Practical Systems. Human Judgment.
Real Outcomes.
Business-first thinking
I begin with the business problem, not the technology.
Human-guided AI
AI supports the workflow while people remain responsible for important decisions.
Systems thinking
I connect workflows, software, APIs, data, cloud services, and people.
Build and learn
I test ideas through real projects, document what I learn, and improve continuously.
KNOWLEDGE BASE
What I Build, Learn,
Test, and Understand
A growing public record of technical notes, architecture decisions, experiments, lessons, and ideas from real projects.
Explore Knowledge BaseAI Systems
Notes on practical AI workflows, orchestration, human review, and system design.
RAG & Documents
Retrieval, document processing, validation, evidence, and AI-assisted review.
AWS Serverless
Lambda, API Gateway, S3, CloudFront, event-driven systems, and architecture lessons.
Building in Public
Founder notes, experiments, project decisions, mistakes, and lessons learned.
LET'S TALK
Let's Build Something Practical
Have a workflow, system, or AI product idea worth exploring? Let's discuss the problem and see whether I can help.
TECH STACK & EXPERTISE
Tools I use in projects and technologies I am actively developing.
- Python
- FastAPI
- Next.js
- PostgreSQL
- AWS
- Docker
- Git
- GitHub
- Cloudflare
- Linux
- REST APIs
- RAG