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When cli-lite-planning-agent receives empty exploration context (from analyze-with-file → lite-plan flow), it previously spent all tool budget on CLI execution (Phase 2) leaving no budget for file writing (Phase 4). Add explicit "Prior Analysis Fast Path" in Execution Flow: when prompt contains "No exploration files", skip Phase 2 and generate plan directly from task description's Prior Analysis block, preserving tool budget for mandatory file output (plan.json + .task/*.json).