Terminal-Bench 4.0: Why Continuous Benchmarks Require Continuous QA

The speed of new frontier model releases keeps accelerating. Meanwhile benchmarks struggle to keep up and saturate quickly, often being left in the dust. Most benchmarks are static datasets with no active maintenance, causing them to lose value fast.