Riiny Giir

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

What I'm doing now

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

  • Working as an AI Associate at Crossbeam in San Francisco, building Trace โ€” a fully AI-derived dataset that maps the products, technologies, and partnerships companies use, without relying on user-shared CRM data. Built AI-first and MCP-first so agents can query it directly via APIs, powering features like Open Data Partners.
  • Building toward an AI Engineer role through applied systems work: fine-tuning, eval infrastructure, and distributed training.
  • Building Bukra on the side โ€” a cross-border transport platform for Africa (bus tickets, flights, parcel shipments) live across six countries.
  • 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:

  • Chasing new side projects beyond Bukra and the day job.
  • Spreading attention across too many unrelated side projects.

Published: 2026.04.28 ยท Last updated: 2026.08.30