A document translation (text-to-text domain adaptation for diplomatic and legal terminology) bot for evaluating any relevant and vetted open source models; identifying the optimal base for diplomatic domain adaptation, with model selection driven by performance across UN language pairs.

A WhatsApp AI agent for recently arrested Kenyans and their family members. It can read photo of charge sheets, leverages Justice Defenders resources, speaks Kenyan local languages, provides advice on what to expect and referring users to justice-defenders.org when uncertain.

An voice + SMS bot that handles non-emergency complaints from residents. It speaks 50+ languages, logs incidents via agentic functions and can transfer to an operator. Explainer video. Airtable