Open Source, Open Data, Open AI

You should not have to believe our numbers. You should be able to check them. Nobody can check a black box, so every layer that decides something about a candidate or a vote is open to inspection.

• The code that runs the voting, the matching and the scoring is open source. Read it, build it, confirm it does what we say it does.
• The data behind the trust scores, the candidate records and the community votes is open. Re-run the numbers yourself and get the same answer.
• The AI method is open: open models where we can, open prompts and open method always. You can see why it concluded what it concluded, and disagree with it. It advises citizens. It never decides for them.
• What is private stays private. A citizen's own local files are private by design, and we say that plainly instead of pretending everything is public.

This is what makes the meritocracy claim verifiable instead of merely asserted.

What a skeptic can actually go check

• The approved data is a public repository, and its commit history is the approval record — what was decided, and when. A wrong call gets undone by a revert, and the revert publishes too.
• Every result shows its work: every row, every weight, every source.
• Images are pinned by content, so the photo or video a claim rests on cannot quietly change underneath it.
• AI never awards anything and never approves anything. It reads and it reasons. A human makes every call it feeds.

In this area

• Open Source — The Code — The code that runs the voting, the matching and the scoring is open source.
• Open Data — Citizens can re-run the numbers themselves and get the same answer.
• Open AI — Open models where we can, open prompts and open method always.

Where this sits

This is one area of We The Citizens R, the Republican front door at WeCitizensR.com. It is written for Republican voters, and nothing on the other three doors decides what belongs here.

Source: marketing/messaging/republicans.md §18.0.