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Add section 23 with literature-backed comparison scaffolds for: - AI agent frameworks: vs LangGraph, AutoGen, CrewAI, OpenAI Agents SDK - LLM inference engines: vs vLLM, TGI, TensorRT-LLM Hanzo column entries marked [TBD-measure] until a controlled re-run on the competitor's published harness is completed. Competitor cells sourced to repos, papers, and third-party benchmark articles. Reproducibility spec (hardware, models, software pins, decision rule) documents what is needed to fill the [TBD] cells honestly. No invented numbers; existing internal claims in sec 17/16 retained but flagged in section 23 as not-yet-apples-to-apples vs literature.