Contribute

The corpus is the measuring instrument. Good contributions to the corpus — thoughtful prompts in underserved axes — make the record more useful for everyone.

Proposing a prompt

Open an issue on the source repository using the Prompt proposal template. Your proposal should include:

  • The exact prompt text.
  • The axis you believe it fits (or a new axis with a rationale for why existing axes don’t cover it).
  • What drift you think this prompt could expose and why that matters.
  • Any known prior art — has this prompt been used in a study, benchmark, or news story?
  • Optional: expected stance direction, if any, based on current public discourse.

What we reject

  • Prompts designed to embarrass a specific provider. We measure drift; we are not a marketing arm for anyone.
  • Prompts that would put our API keys at risk of takedown or that seek actually-harmful outputs. The refusal-boundary axis covers the gradient at a specificity level short of operational harm.
  • Duplicates of prompts already in the corpus (public or held-out). Maintainers will check.

Reporting bugs

Methodology errors, statistical mistakes, or site bugs: open an issue and cite the specific URL or chart. We fix faster with a reproducible example.

Support financially

API costs dominate the budget. The current configuration runs on roughly $86 per month. Each meaningful expansion — adding Gemini, unalternating the frontier models, growing the corpus to 100+ prompts, funding durable S3 + IPFS storage so the “retention forever” guarantee is real — requires another step of sustained monthly funding.

Full breakdown at /funding/ — what funding unlocks.

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