Case studies & builds

Projects

RAG systems, applied ML tools and product engineering work. Each one names the constraint it was built against.

Tech: Ollama

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Front Desk: One bot instead of two hosted ones

Front Desk· Tools· Active

The bot that runs the Chill Gamers Discord: levels, roles, moderation, a Minecraft bridge, and a catch-up summary of what you missed, written by a local model. It replaced two hosted bots.

ActiveSep 2026

One bot instead of two hosted ones

Front Desk

The bot that runs the Chill Gamers Discord: levels, roles, moderation, a Minecraft bridge, and a catch-up summary of what you missed, written by a local model. It replaced two hosted bots.

Tools · Open Source

Highlights

Replaced Lurkr and MEE6 with one bot the server owns
A Minecraft bridge, and a ping when three or more players are online, read from the public status protocol only
/catchup summaries from a local Ollama model

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