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@zanii/decisions

v0.1.1

Published

Gig/creator algorithmic fairness: decision receipts a worker can audit — completeness (every decision about me, tamper-evident), rule-consistency (the same rulebook decided everyone, via manifest_hash), and committed factors (no post-hoc rationalization).

Readme

@zanii/decisions

Auditable algorithmic decisions about a person. A driver, seller, or creator can't audit the decisions platforms' algorithms make about them — dispatch, ranking, demonetization, payout. @zanii/subject already gives them their slice; this adds the decision-shaped receipt and the one fairness claim cryptography can actually make.

What it truthfully proves:

  1. Completeness — every decision about me is on the record, ordered, tamper-evident.
  2. Rule-consistency — every decision carries manifest_hash (which algorithm/policy version governed it; the builder rejects a decision without a rulebook). A worker — or a regulator across many workers — verifies the same rulebook decided everyone, and exactly when it changed. ruleConsistency flags interleaved rulebooks: rules that differed between people at the same time.
  3. Factor commitment — the inputs the algorithm used are salt-committed at decision time; in a dispute the platform discloses my factors to me alone, provably what was committed — not a post-hoc rationalization.

What it cannot prove (read this): that the algorithm is fair — no receipt makes a bad rule good. It converts "trust our algorithm" into same rules, complete record, committed inputs — which is what platform-work transparency regulation actually asks for.

npm install @zanii/decisions @zanii/subject @zanii/core
import { buildDecisionReceipt, ruleConsistency } from '@zanii/decisions';

// platform side — at decision time:
const d = buildDecisionReceipt({
  subjectDid: driver.did, platform: 'gig.example.com',
  kind: 'dispatch', manifestHash: deployedRulesHash,      // required — no rulebook, no receipt
  outcome: { assigned: false }, factors: { rating: 4.9, distance_km: 2.1 }, ts,
});
await zanii.record({ target: d.target, payload: d.payload, subjectTag: d.subjectTag });
// keep d.nonce — in a dispute, disclose the committed factors with verifyPayload

// auditor side — over a slice (one worker, or many):
ruleConsistency(payloads); // rulebook windows + the interleaving red flag

Reference kinds: dispatch, rank, payout — any string works.

Changelog

  • 0.1.0 — initial release: buildDecisionReceipt, verifyDecision, ruleConsistency.

License

Apache-2.0.