Scriptus Arcana

The Workbench2 published

Experiments

Hands-on reconstruction, replication and practical exploration of historical ideas. Each write-up shows its full setup, its costs and its failures, and keeps anything a model wrote clearly labeled.

  1. Coming soon

    Raise a Stone

    Can small fine-tuned AI models read Viking runestones better than frontier AI? A two-stage test on 2,316 runestones, with name-swapped stones that no model could have memorized

    • LLMs
    • fine-tuning
    • small models
    • runestones
    • Old Norse
    • digital humanities
    See what’s coming
  2. 6 min read · 8 interactive figures

    What the Papers Held

    Mapping eighty years of perspectives in local American newspapers, 1850–1929, from the broadest idea down to the page it was printed on

    • LLMs
    • concept induction
    • clustering
    • historical newspapers
    • digital humanities
    • American history
    Read the experiment
  3. 9 min read · 7 interactive figures

    Unearthing What Might Have Been

    Can a language model sketch what a lost Epictetus lecture might have been like? Training fell short. Describing the teacher, and asking the model to interpret before it writes, worked better.

    • LLMs
    • prompt engineering
    • evaluation
    • Stoicism
    • Epictetus
    • digital humanities
    Read the experiment