Riiny Giir

My now page get to know me

A quick snapshot of what I am focused on right now.

What I'm doing now

As of October 2026, these are the priorities getting most of my attention:

  • Building Bukra full-time — a cross-border transport platform for Africa (bus tickets, flights, parcel shipments) live across six countries.
  • Looking for my next role as an AI Engineer: agents, fine-tuning, and eval infrastructure.
  • Finished cellar, an AI customer support agent running on my own GPUs that asks before acting and checks its own work. I wrote up what I found building it.
  • Iterating on ml-eval-harness, a small framework for comparing local LLMs across exact-match, token-F1, and LLM-as-judge metrics.

What I'm not doing

To make room for the work that matters most, I am intentionally avoiding:

  • Starting new projects beyond Bukra and my job search.
  • Spreading attention across too many unrelated side projects.

Published: 2026.04.28 · Last updated: 2026.10.11