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Fixed-budget multi-agent inference benchmark harness for studying when split inference helps or hurts versus a strong single-agent baseline under local context ceilings, using local Ollama gemma3:1b, CPU-only pilots, topology diagnostics, verification-budget analysis, and reproducible experiment logging.