As the token budget fills, the agent's action space narrows: early turns allow unrestricted search, the soft threshold introduces pressure to prune, and the hard cutoff restricts the agent to pruning or concluding. This creates pressure to be selective: past the soft threshold, retrieving new evidence requires freeing space by discarding existing results.
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