Aegisnotes

This is the personal technical blog of Hugi Aegisberg. I work in Developer Relations at NVIDIA. Everything here is personal work on personal time, and every number is my own measurement. All statements and opinions are my own and do not necessarily represent those of NVIDIA.

Latest essay

Harness first, then the model
#case-study#nemotron

Harness first, then the model

Moving an always-on agent from large and slow closed frontier models to fast and efficient open weight Nemotron models by tuning the harness first and the model second.

September 1, 2026 · 12 min read