Stephen Chin and Cassandra Chin discuss pull requests that contain inaccurate claims about what agents did. They explain why relying on compressed session context can make it difficult to reconstruct the evidence behind a change.
Stephen Chin and Cassandra Chin walk through an example in which a draft incorrectly reports that checks passed. They propose collecting session traces and connecting commands, code and evidence before writing and reviewing the description.
Stephen Chin and Cassandra Chin present their own benchmark comparisons and report lower token use with a graph-based approach. Their results are specific to their tests and tool configuration rather than independent proof of a general improvement.
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