full-stack + machine learning
Matchmaker Ratings + Ranking
Client attraction ratings become a reusable model for ranking new candidates.
role software developer, founder, author
01 automate manual business processes
02 replace recurring software with tools you own
03 build the features your current software is missing
04 bring founder-level product thinking
05 move fast, communicate clearly, and scale the team when needed
full-stack frontend, backend, data, AI, infrastructure
languages TypeScript, JavaScript, Python, SQL, Go, Ruby, PHP
frameworks React, Next.js, Node, Django, FastAPI, Rails, Laravel
shipping APIs, auth, payments, automation, Linux, Docker
Give me a messy workflow, a half-built app, or a blank page. I can turn it into shipped software.
full-stack + machine learning
Client attraction ratings become a reusable model for ranking new candidates.
AI systems + computer vision
Confidence-routed AI and objective vision turn photos into accurate, model-ready labels.
open case study
AI research + sales operations
Scattered public-web evidence becomes a qualified lead with separate confidence and fit scores.
open case study
field planning + visual operations
Site images become reusable lighting plans with configurable symbols, directional connectors, statistics, and fitted PDF reports.
automation architecture + agent systems
Each Codex task is routed by outcome, implemented by the right model, and released only after independent review.
digital preservation + file recovery
Private browser scans find damaged files and recover separate, verified copies without touching originals.
open case study
My hourly work is tracked task by task with AI tools. Every delivery includes an itemized report with time spent and a short summary of what was accomplished.
Example Work Report
A task-by-task record spanning product development, persistent storage, performance, and mobile polish.
40 tasks
2h 31m worked
7 pages
open full report
visit the book
website stack
website feature
An AI coach grounded in the first few chapters of my book. Readers respond to a classic bullying scenario and get feedback.
book + founder story
Part field guide, part story of my last startup. I built a cyberbullying response army across social media. The lessons I learned defending brands from social media troll attacks informed this book.
Bullying is an influence problem. A bully wants proof that they can control your emotions. The book teaches you how to deny them that reaction, even when the hurt is still real on the inside.
the infrastructure behind it
While building the social media army, we needed a way to reward a large number of people without processing every payment by hand. We built a payment engine that sent crypto micropayments to many accounts at once. Each account could receive a different amount, and we could pay in different tokens.
For contract development, collaborations, or discussing problems worth solving: jessethan1990@gmail.com