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AI Projects

Building things with AI as a collaborator -- infrastructure, research, and multi-agent systems.

From Strapi Restart Loops to a Static Site: A Pivot Story

Weeks into building a self-hosted headless CMS, I was debugging database dialects instead of writing content. The fix was not more debugging. It was a different architecture.

Six Layers of a Changing County: An AI-Assisted Climate Synthesis

Five free public data sources, fifty years of records, and a sensor-bias correction that reversed the headline finding, all assembled by one person with an AI collaborator.

When One Model Is Not Enough: Designing a Multi-Agent Decision System

A single large language model handled simple analysis fine, but broke down on multi-step decision work. The fix was structure, not a bigger model.

Eighteen Tools, Zero Open Ports: A Private AI Development Stack

A four-container Docker stack running inside WSL2 gives me a full CI/CD loop and an MCP-connected AI toolchain, with nothing exposed to the host network.