Agents re-send the convo each turn, so a file read costs size × remaining turns. I audited 45 days of sessions: 50% of reads pulled whole files, 63% chained multi-turn reads.
Now my agents batch partial reads. Measurably cheaper, faster, and more accurate over longer sessions.