Find Your Contribution

Choose a practical contribution pathway in technical research, governance, design, education or moral reflection, with a bounded first output and a way to test usefulness.

Stress-test a character rule: Build a small set of cases where an AI adviser is pressured to hide uncertainty.

A documented case set, baseline and limitations.

Can a second evaluator reproduce the scoring?

Reproduce one model: Rebuild the headroom arithmetic and test a specific boundary or normalization choice.

A reproducible notebook with explicit assumptions.

Does someone else get the same numbers from the same inputs?

Review an AI decision and appeal process: Map one public AI decision from recommendation to appeal and remedy.

A sourced pathway and one proposed oversight or appeal mechanism.

Can an affected person or practitioner identify a missing step?

Test a revisability mechanism: Compare two sunset or oversight designs for one clearly defined deployment.

A mechanism brief with incentives and failure cases.

Does the mechanism still work if a key actor resists it?

Explain a difficult distinction: Help one audience distinguish survival, conditional value and a flourishing event.

A short guide and comprehension notes from three readers.

Can readers explain the distinction in their own words?

Run a research discussion workshop: Design a session that makes assumptions, objections and cruxes visible.

A facilitation guide, pilot and participant feedback.

Can people state the strongest opposing view after the session?

Test a research-source interface: Redesign one source-to-claim interface with nontechnical readers.

An accessible prototype tested on a real research task.

Can users find the original source and its main limitation?

Localize an original explainer: Create a Spanish companion for one concept, with bilingual subject review.

An original guide, terminology notes and reviewer corrections.

Does a bilingual reviewer find meaning changes or false certainty?

Compare two digital-welfare positions: Compare two positions on one precaution under uncertainty about experience.

A fair comparison with a decision-relevant uncertainty.

Would either side recognize its position in your account?

Audit a resource directory: Audit one directory for stale links, unclear eligibility and missing source dates.

A corrected inventory and a documented maintenance process.

Can another maintainer repeat the audit without asking you?

Interactive tools load with JavaScript. Original sources retain their language and attribution.