Current benchmarks for recursive self-improvement focus on narrow, easily verifiable tasks. These tests fail to capture the open-ended nature of actual AI research, where success is rarely immediate. While AI Snake Oil warns against overestimating progress, the gap suggests that autonomous research remains distant. Practitioners should distrust claims of imminent recursive self-improvement.