Homelab
The repetition trap in grammar-constrained decoding
A faster GPU turned 'too slow' into 'broken': why grammar-constrained JSON extraction sends local vision models into repetition loops, and what helps. read more →
Local models in mid-2026: the engineering that closed the gap
How open weights got close enough to run at home in 2026, the engineering that got them there, and why a memory crunch made the box pricier. read more →
Herding parallel agents on a remote box with herdr
herdr is an agent-aware tmux replacement that surfaces which parallel Claude session needs you. My remote-box setup and install notes. read more →