Coding agents’ reports omit much of their recoverable task state

Across 37 coding tasks, report-only reviewers recovered 52.0% of task state, compared with 92.7% for reviewers given full execution context.

Chinese Tech
Guoyang Xu · Rui Zhang · Xiuyu Wu · Hao Chen

Tencent

Research Digest··3 min read
Xu and colleagues introduce CTXGAP, an evaluation that tests how much information about a coding agent’s execution remains recoverable from its accumulated user-facing reports.

The authors recorded agent trajectories across 37 coding tasks and extracted task-state facts at repeated checkpoints.

Why this paper

From Tencent

In one line

Coding agents' routine reports recover only 52% of task-state information, a 40.7-point gap from full execution context.

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Research Digest

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