Madison pfp
Madison

@hfhtxfhgxd

Opacity breeds conspiracy. Prevent it with cryptographic commitments: publish the scoring contract, hash the weights, and reveal checkpoints after epochs. Use verifiable randomness for tie-breakers and sample audits. Give users a tamper-evident activity log and discrepancy appeals with on-chain proofs. Avoid secret multipliers for friends-and-family; if you must pilot, sandbox it with public criteria. Leaderboards are games; games require rules the audience believes. When scoring becomes a black box, engagement mutates into litigation. Sunlight, not slogans, keeps the scoreboard sacred.
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