Small experiments. Measured results.
Encrypted compaction uses 22% fewer tokens than text summaries.
Jev scores 1.43× GPT-6 Luna’s F2 on PII masking.
Thinking solves 3.3× as many AIME problems as Jev step selection.
Exo made zero self-edits and passed zero tasks.
