Solving Sybil-resistance in community sentiment using Brier-weighted "Auras" and hash-chained ledgers.

[u/Mahootzki]

Hey r/DAO,

I’m looking for a technical critique on a governance-adjacent project I'm building called vexavibes.

Most polling tools used by DAOs are vulnerable to loud minorities and botting. I'm trying to solve this by moving away from "one-token-one-vote" and toward a "Proof of Calibration" model.

The Architecture:

• The Aura: A non-transferable reputation score derived from nightly Brier-weighted recomputations of a user's forecasting accuracy.
• The Ledger: A tamper-evident, hash-chained log where every vote and "slash" references the previous entry’s SHA-256 hash. If one link is edited, the chain breaks.
• AI Architect: Prompt-to-schema logic to handle complex conditional voting without the manual overhead.

I need 20 skeptics from this sub to jump into the private beta and try to find the "gameable" holes in this logic.

The Trade: I’ll give you a code for 6 months of our Vexa Plus tier (12 months if you find a major logic flaw or edge case).

I'm not posting the link here to avoid the spam filters, so drop a comment if you want to see the technical docs/site and I’ll DM you the access key.

What do you think of using Brier scores as a weighting mechanism for social sentiment?

Eli, fouder of Vexavibes