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When Your Personal AI Consultant Helps You Think Bigger: From a crazy Water Bill to a Learning Opportunity

December 22, 2025

a shocking bill, a tendency to procrastinate, and a philosophy about keeping humans in the loop led me to build something far more valuable than I expected.

AIProcrastinationPythonPersonal AIAPISelenium

Building a Personal Consultant AI System - Architecture and Learnings

October 21, 2025

11 min read

byGavin Slater

A deep dive into designing and implementing a production multi-agent AI system with Universal File Context architecture, managing daily operations and comprehensive life optimization.

AIArchitecturePythonPersonal AIMCP ServersSystem Design