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AI/MLPythonScikit-learnFastAPINext.js

HumanSign – Keystroke Notary

A privacy-preserving authorship verification system using behavioral biometrics and ML classifiers.

Tech Stack

Python, Scikit-learn, FastAPI, Next.js

HumanSign – Keystroke Notary — A privacy-preserving authorship verification system using be

01The Problem

Distinguish human-typed content from AI-generated or copy-pasted text using behavioral biometrics without collecting personally identifiable information.

02Architecture & Solution

Captures keystroke dynamics in the browser, sends encrypted logs to a FastAPI backend. A trained Random Forest classifier analyses the patterns and returns an authorship confidence score. SHA-256 log chaining ensures tamper-proof audit trails.