Production-Ready Data Verification

Data Authenticity Engine

The DAE is the brain of MarginT. It employs three primary detection vectors:

• Embedding Similarity Analysis — detects semantic duplicates even when phrasing is altered.
• Synthetic Fingerprinting — algorithms trained to recognize statistical signatures of LLM-generated content.
• Anomaly Detection — identifies submission patterns deviating from natural human behavior, flagging bot-driven data farms.

Proof-of-Data Protocol

PoD is a lightweight metadata wrapper assigned to every data point. It tracks:

• Source Origin — cryptographically signed identity of the submitter.
• Transformation History — a ledger of how the data was cleaned or modified.
• Quality Score — a probabilistic trust score between 0 and 1.

API & SDK

MarginT is designed for plug-and-play integration. A single API call wraps your data ingestion endpoints with verification, ensuring only high-score data triggers expensive compute or reward distributions.

import { marginT } from '@marginT/sdk';

const verified = await marginT
  .verify(data, {
    threshold: 0.85,
    provenance: true
  });