Docs: Update README paths for relocated benchmark archives in examples/

Docs: Add Key Performance benchmarks to README and refine architectural notice

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docs: Sync README structure and update download package paths to v1.1

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Rename tb_log_reducer_v1.0/run.sh to tb_log_reducer_v1.1/run.sh

Rename tb_log_reducer_v1.0/sample.py to tb_log_reducer_v1.1/sample.py

Rename tb_log_reducer_v1.0/tb_log_reducer.py to tb_log_reducer_v1.1/tb_log_reducer.py

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Upgrade to v1.1: Add Protobuf Wire Type 2 verification & enhanced safety headers

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Rename demo_log_raw.zip.zip to demo_log_raw.zip

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Rename fig01_waveform_alignment_concept.png.png to fig01_waveform_alignment_concept.png

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