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"AI" Reads Human: charts, data and scripts

Work in progress. Time and token counts are measured; energy is not yet measured. Every chart is rebuilt from the files below by scripts/make_charts.py.

bytes-per-record

format-timeline

impedance-pipeline

one-record-five-ways

parse-time-all

parse-time-headline

tokens-five-tokenizers

tokens-vs-csv

Results (measured)

• ENV.txt
• SUMMARY.txt
• parse_time.tsv
• tokenize_time.tsv
• tokens.tsv

Scripts

• bench_parse.py
• bench_tokenize_time.py
• bench_tokens.py
• gen_corpus.py
• make_charts.py
• summarize.py
• verify_numbers.py

Read ledger

• READ_LEDGER.md: every source with its read status (FULL, PARTIAL, UNAVAILABLE)

Format-hazard tests

• RESULTS.txt
• RESULTS_yaml12.txt
• t_json.js
• t_json.py
• t_md_bin.py
• t_unicode_canon.py
• t_xml.py
• t_yaml12.py
• t_yaml_xml_csv_toml.py

© 2026 Open Interface Engineering, Inc. MIT OR Apache-2.0, at your option.