category · 2 records
engineering
- rec 2026-08-08ENGINEERING9 min
The Real Problem With Long Context
Long context beat Velixar on GateMem, and we published it. The real question isn't benchmark scale — it's what happens to cost, latency, and governance as history grows.
- rec 2026-07-27ENGINEERING10 min
We Thought a Bigger AI Model Would Win. The Benchmark Said Otherwise.
We benchmarked Velixar on HaluMem expecting a bigger extraction model to win. It didn't — and our obvious fix for the weakest category made things worse. What component isolation taught us.