Projects with real constraints behind them.
The work here leans toward reliability, deployment simplicity, and building things that make sense for smaller teams.
Bilingual Language Data Platform
Inzwi
Crowdsourcing platform for collecting bilingual English-Shona speech and text data. Built to support language tooling, voice interfaces, and low-resource NLP work in Zimbabwe.
Single-Binary Email Infrastructure
Lightr
Self-hosted email server written in Go with SMTP, IMAP, REST APIs, DKIM signing, and multi-domain support. Designed for teams that want operational simplicity without the usual mail-stack overhead.
Zimbabwe Domain Intelligence Toolkit
zwdomain
CLI and npm library for .co.zw domain intelligence, DNS diagnostics, and email configuration checks. Useful for registry lookup workflows, provider detection, and troubleshooting domain setups.
Notes from the build process.
Writing about infrastructure, software, open source, and the practical tradeoffs behind the things I'm trying to make.