The trace annotation pipeline

01 Original traces

Messages, tool calls, and results

02 Preprocessing

Compress tool outputs and summarize behavior

03 Clustering

Sample, cluster, and build a taxonomy

04 Classification

Classify all traces; write annotations to AC2