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After Turing

After Turing: Telling Humans and Machines Apart in the Agentic Era a research report on identifying agents, bots and humans with behavioral, environmental and metadata criteria.

Download the latest PDF: https://github.com/agentic-commerce-lab/agent-signals-research-notes/releases/download/latest/after-turing.pdf

Build

make pdf     # -> after-turing.pdf (pdflatex + bibtex, no latexmk required)
make clean   # removes build artefacts

Requires pdflatex and bibtex (any TeX distribution, e.g. MacTeX).

.github/workflows/paper.yml runs the same build on every push and pull request, and fails if the log still reports an undefined reference or citation - pdflatex exits 0 on those, so CI is what catches a shipped ??.

Structure

  • main.tex - document skeleton, includes each sections/*.tex file.
  • sections/ - one file per section, numbered in reading order.
  • refs.bib - citations.
  • figures/generated/ - our own figures, as PDF.
  • figures/external/ - third-party images (historical CAPTCHAs from Wikimedia Commons and similar). Every file here carries attribution or licensing obligations, recorded in figures/external/LICENSES.md, credited credited in sections/11-figure-credits.tex. Kept separate from our own figures so that "which assets have licence obligations" is answerable from one directory.

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