// builder · open source

mkappworks

I build open source projects at the intersection of dev tooling, games, and infrastructure. Writing about system design and algorithms along the way.

// projects
// benchlabs
// infra
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// writing
5 min

Why I Went Local-First for an AI Coding Tool

The frustrations that pushed me past hosted coding agents, and the trade-offs I picked up in exchange.

local-first code-bench agents
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