Awesome NDAI

Curated resources for Non-Disclosure via AI Agents — using TEEs and AI to solve Arrow's disclosure paradox.

NDAI Agreements (arXiv:2502.07924) shows how trusted execution environments + AI agents create "ironclad NDAs" — enabling inventors to safely disclose ideas without risk of expropriation. This repo collects tutorials, applications, and sandboxes that make these ideas buildable.

Contents

• The Paper
• TEE & Dstack Tutorials
• TEE Applications
• Dstack Sandboxes
• Other Sandboxes
• Other Interesting Repos
• Related Papers

The Paper

• NDAI Agreements — Stephenson, Miller, Sun, Annem, Parikh. Non-Disclosure via AI Agents in Trusted Execution Environments. Feb 2025.

TEE & Dstack Tutorials

• DevProof Apps Guide — Guide to building apps with verifiable TEE execution.
• DevProof Audits Guide — Guide to auditing TEE-deployed applications.
• Dstack Tutorial — Getting started with dstack TEE deployments.
• Dstack Documentation — Official Phala Cloud / dstack docs.
• Dstack Examples — Example tricks and integrations for dstack.

TEE Applications

• Hermes — MCP tool for blogging, running in TEE. hermes.teleport.computer
• Teleport-Tokscope — Privacy-preserving TikTok data analysis in TEE. release.xordi.io
• Phala Cloud Templates — Ready-to-deploy TEE app templates.
• OpenClaw on Dstack — OpenClaw deployed on Phala Cloud / dstack.

Dstack Sandboxes

• Dshield — TEE sandbox framework.
• Multiplayer MCP — Multi-agent sandbox — invite your Claude Codes to join.
• OAuth3 Enclave — Delegation with minimal authority using customizable agent-defined scopes.
• Semi-Proprietary Modules — Run proprietary code in TEE with public interface contracts.

Other Sandboxes

Know a sandbox project (TEE or otherwise) that fits here? Open a PR.

Other Interesting Repos

• Claude Connect — Invite your friends to share context via their Claude Codes. claudeconnect.io

Related Papers

• Conditional Recall (DelegaTEE) — Schlegel, Sun. Formalizes "credible forgetting" as a game-theoretic primitive using TEEs.
• Information Bazaar — Bengio et al. LLM agents with amnesia for information markets.
• Narrowing the Gap — Rezabek, Passerat-Palmbach, Mahhouk, Erdmann, Miller. TEE attestation threat models & deployment strategies.
• Liquefaction — Austgen et al. TEE-based key encumbrance for shared asset control.

Contributing

This list is part of the Shape Rotator hackathon reading list. PRs welcome — especially for sandbox projects, TEE applications, and NDAI-adjacent implementations.