Protect your machine learning models easily and securely with watermarking 🔑

This is the code of ICLR 2022 Oral paper 'Non-Transferable Learning: A New Approach for Model Ownership Verification and Applicability Authorization'.

Secure boot loader for MAX78000

Demo for distributed co-simulation using UniFMU

SERP VPN - A Proxy browser Extension to help hide your IP and protects your privacy on your web browser — even on unsecured Wi-Fi.

Prove you made it first. SHA-256 hash + Polygon blockchain proof + visual watermark. Certify any file in 30 seconds — your file never leaves your device.

This sample workflow is designed to show how agents can migrate tax data in a way that is compliant with new regulations and include HITL.

Open-source on-premises proxy that intercepts LLM calls and prevents proprietary source code from leaving your network.

IP protection using differential privacy

A shows bottlenecks in human only workflows while B is for agentic and HITL workflows to ensure accountability and to prevent automation bias

Reference typescript library for OpenSig blockchain signatures

SAMPLE of how deterministic guardrails fit with Human-in-the-loop safety controls. This is NOT a complete workflow! DO NOT USE!

This is a SAMPLE of how roles can be used to give the LLM a sense of self and to help it identify the users purpose and ensure greater governance over actions

Cryptographic authorship proof for web developers. UUID + invisible watermarks + Bitcoin blockchain timestamping via OpenTimestamps. Court-admissible, free, zero vendor lock-in.

Auto-timestamp GitHub releases on the blockchain via ProofAnchor API

This is a governed agentic workflow with HITL for 3rd Party Data Migration

A blueprint of an agentic data scraper workflow that actually thinks

LLM Deterministic Guardrails w/o proprietary information included - SAMPLE ONLY

OpenSig protocol specification

This is a workflow for an AI hiring portal with governance that achieves regulatory compliance through HITL