Revert to Single Tool Call; Other Latency Reductions - #172
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… + caps Resolves the merge by taking mainline's rewritten subsystems as the base and re-applying the still-wanted feature-branch changes on top: - orchestrator.py / retrieve.py / plan.py: take theirs (Final/NeedsMore pool recovery, fresh-Plan replan + AttemptRecord, block_select/block_extract pipeline). Dropped my planner-chosen resume op (ResumeOp/PlanDiff.resume/ _apply_diff/_resume_one) and the MissingData/PlanDiff model it rode on. - multi_turn_agent.py: kept my single-tool-call + misfire-aware step budget; adopted theirs' temperature and call(resume=True) primitive; dropped my resume()/max_resume_steps. - Kept additive caps: read_document_max_output_chars, context_budget_chars, input_values_desc label elision, agent_max_misfires. - plan.py source-selection wording made corpus-agnostic (per-value retrieve vs lookup_external choice); both sides had already relaxed "retrieve-only". - config.py: dropped agent_resume_max_steps (resume-only). - Removed obsolete tests/test_orchestrator_resume.py. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
mdr223
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