Methodology & Scoring Transparency

This document explains the current (beta) scoring logic and outlines planned factors, their rationale, and anticipated safeguards. It will evolve as we incorporate feedback.

Beta Status: At present, score = pledge verification only. Weighting table below represents intended future distribution—not active yet.

Current Active Factor

  • Pledge Verification (100%): Successful signing of the ethical alignment pledge with a supported wallet. Stored hash enables later verification without exposing raw pledge text publicly.

Planned Factors (Indicative Weights)

FactorPlanned WeightIntentRisks / Mitigations
Pledge Verification20%Baseline ethical declarationLow signal strength → Down‑weights over time
Behavior Reputation40%Consistent adherence signalsGaming via sybil → Rate limits & anomaly detection
Interaction History20%Quality / civility of AI interactionsPrivacy concerns → Opt‑in, local preprocessing
Peer Endorsements20%Web-of-trust amplificationCollusion → Weighted by endorser credibility

Data Handling Principles

  • Minimize: Collect only what’s necessary for a factor.
  • Local-first: Preference for client-side processing before hashing / attesting.
  • Revocable: Future revocation & decay to prevent permanent penalties.
  • Explainable: Each factor will have a public rationale & scoring formula.

Known Limitations

  • No decentralized attestation layer yet.
  • Single-chain (Solana devnet) prototype: migration risk.
  • No formal audit; experimental codebase.
  • Potential early adopter bias—mitigated by future reweighting & provenance flag separation.

Versioning

A version tag will be attached to each credential once multi-factor scoring launches. Early badges retain a provenance=true attribute but not preferential scoring weight.

Minting Stats: 42 / 500 planned founding badges minted.