Research

The evidence layer under the kit’s designs: what was checked, how the stress test works, and what its results will (and will not) show.

  • Literature notes — every source the kit cites, with access dates and verification status (including the sources that could not be fetched directly).
  • Stress-test protocol: the method of record for the AI stress test: the planned full design (three prompt strategies × two models, blind cross-judging) and the smaller agent-simulated run actually carried out on 2026-11-11.

The raw outputs and checks live in the repository (not on this site) under research/results/, and evaluation/METHODS.md describes every evaluation method, what was run, by what, and what was not run. No fabricated numbers anywhere.


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Content licensed CC BY 4.0 · Code licensed MIT · Case study context: Lakeside State University is fictional.

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