Work Stories

Blog

Real project stories from my career: context, constraints, architecture decisions, and outcomes.

"Kai: Building an Open-Source Pipeline Platform for AI-Driven Development"

I built a self-hostable pipeline engine that orchestrates AI coding agents through multi-step workflows with validation gates, human approval, and full audit trails.

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MaverickEngine: Your Swiss Army Knife for Vector Database Imports

A comprehensive guide to MaverickEngine, a config-driven Python import engine for vector databases with smart chunking, multiple providers, and rich metadata support.

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Magnifi Staff Augmentation and SSO Consulting

I resolved a critical SSO encryption challenge for the client, then evolved that experience into a reusable internal integration framework.

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Samsung Campaign Platform

I proposed and built a platform that turned repetitive campaign operations into a reusable product workflow with API, admin tooling, and cloud deployment automation.

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Q2 and Nydig Integration

I helped deliver one of the early online banking integrations that enabled Bitcoin functionality directly in the customer banking journey.

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