FraudWatch | Fraud & Anomaly Detection
JavaA live fraud and anomaly-detection dashboard, built as backend lead on a three-person team running a genuine two-week Agile sprint.
Available — Winter 2027 co-op
A Software Engineer who builds things end to end.
Ontario Tech University
Software Engineering · Co-op
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Name
Chukwudi Ndubuisi
Oshawa, ON · Class of ‘28
Activity
Contribution activity
Sample1,517
contributions
20 days
longest streak
53
weeks tracked
Coffees drank
0
Lines of code
0
Education
Ontario Tech University
BEng Software Engineering
Co-op stream · 2023 — 2028
Fav tool
Supabase
postgres · rls · edge functions
Row-level security means the database enforces the rules, not my client code.
Tools
11 daily drivers
Python
apis + scripts
TypeScript
typed ui
React
interfaces
Next.js
app framework
Spring Boot
backend
FastAPI
python apis
PostgreSQL
relational store
Supabase
auth + data
Tailwind
styling
Git
version control
Java
services
Python
apis + scripts
TypeScript
typed ui
React
interfaces
Next.js
app framework
Spring Boot
backend
FastAPI
python apis
PostgreSQL
relational store
Supabase
auth + data
Tailwind
styling
Git
version control
Java
services
Currently learning
01 — Featured work
A live fraud and anomaly-detection dashboard, built as backend lead on a three-person team running a genuine two-week Agile sprint.
In production
An offline-first nutrition app on a 17-table PostgreSQL schema, with Row-Level Security enforced at the database — so per-user isolation holds regardless of what the client sends.
In production
An AI resume-tailoring platform. Four Claude call modes run under forced tool-use, so the model returns schema-constrained JSON rather than free text that has to be parsed and hoped over.
02 — Experience
6 roles · 2023 — present
Founder & Digital Creator•Kudi Kitchen
Mar 2025 — Present•Oshawa, ON
Founded and independently run a direct-to-consumer digital product business — a cookbook e-commerce site.
Software Engineer•Droady
Nov 2025 — May 2026•San Francisco, CA
Contributed to a production iOS and Android fitness app with AI features, a creator marketplace, and real-time social systems.
Freelance Web Developer & Consultant•Self-employed
Jul 2025 — Apr 2026•Oshawa, ON · Remote
Shipped sites and audits for community organizations and early-stage apps.
Wealth Manager•Aegon
May 2025 — Aug 2025•Oshawa, ON
Managed client investment portfolios, led a 20-advisor team, and owned compliance reporting.
Operations & Client Engagement•WesternBell International
Jun 2024 — Jan 2025•Port Harcourt, Nigeria
Built and shipped the company site, then ran inventory and client delivery alongside it.
Fitness Trainer•Self-employed
Apr 2023 — Jan 2024•Oshawa, ON
Ran a one-on-one training practice end to end — coaching, scheduling, and client acquisition.
03 — Writing
Decisions I had to think hard about, written down while they were still fresh.

Resumi asks Claude to rewrite a resume against a job posting. The first version parsed free text and broke constantly. Forced tool-use fixed it properly.
Aug 14, 2026
I built three rate-limiting algorithms to learn Python properly. One had a bug that every obvious test passed straight over.
Aug 2, 2026
I had auth checks in every endpoint and kept reintroducing the same bug. Moving the rules into Postgres deleted the whole category.
Jul 19, 202604 — Off the clock
Between commits, I go outside. Some of what I brought back.
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05 — Contact
I’m available for Winter 2027 and happy to walk through any of these projects in detail — including the parts that went wrong.