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Flip PlanConfig.subtask_describe_first and subtask_verify defaults False -> True. Every subtask annotation now runs the 3-call grounding + pruning chain by default, since the single-call path reliably hallucinates steps from the task text. Costs 2 extra VLM calls/episode; disable with --plan.subtask_describe_first=false / --plan.subtask_ verify=false on easy datasets where fewer calls matter more than label fidelity. run_hf_job.py: drop the now-redundant explicit flags, leave a note that the chain is default-on and how to opt out. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>