AI Integration
Practical AI integration work involving WordPress review workflows, malware tooling, synthetic data, and bounded multi-model review systems.
Writing
Technical notes from the work.
Articles on WordPress systems, data integrations, accessibility, AI-assisted workflows, and real production constraints.
Notes on a Distributed System
A practical reflection on distributed AI review systems, drift detection, structural humility, and preserving human accountability inside long-context workflows.
Migrating Real Estate Data Pipelines from RETS to RESO Web API
A RETS-to-RESO migration is less a protocol swap than a data architecture project involving field mapping, media handling, sync logic, and parallel validation.
What Managing 250 WordPress Sites Actually Teaches You
At fleet scale, WordPress problems stop looking random. Standardization, launch protocol, malware patterns, hosting choices, and repeatable maintenance become the real work.
ADA Compliance Is a Technical Problem, Not a Legal One
ADA remediation works better when it is treated as engineering work: markup, contrast, forms, keyboard access, and content workflow discipline.
AI Integration for Existing Web Stacks
Useful AI integration usually starts with existing infrastructure, real bottlenecks, and clear human ownership—not a replacement fantasy.