Insights

Field notes on infrastructure, software delivery and AI integration. Written from hands-on work, with the numbers we actually measured.

Local AI in practice: what running models on your own hardware actually buys you

Six lessons from operating language models on our own GPU hardware: VRAM budgets, context windows, silent truncation, hybrid search, and when the cloud is still the right call.

Infrastructure · AI integration · 9 min read