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papers/lux-tee-computing-mesh/sections/11-conclusion-and-future-work.tex
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\section{Conclusion and Future Work}
We have presented Lux TEE Mesh, a production-ready decentralized confidential computing platform. The system supports heterogeneous TEE hardware, provides cryptographic attestation verification on-chain, and scales linearly with worker count. Our economic model ensures honest behavior through staking and fraud proofs.
\subsection{Future Directions}
\begin{itemize}
\item \textbf{Post-Quantum Cryptography}: Upgrade attestation signature schemes to lattice-based algorithms \cite{nist-pqc}.
\item \textbf{Cross-Enclave Calls}: Implement direct TEE-to-TEE secure channels using TLS with attestation-bound certificates.
\item \textbf{ZK + TEE Hybrid}: Combine SNARK proofs with attestation for pattern-hiding confidential compute \cite{zk-tee-hybrid}.
\item \textbf{Federated Learning}: Extend to support multi-party model training with gradient aggregation in TEEs.
\item \textbf{Regulatory Compliance}: Add selective disclosure primitives for GDPR/HIPAA-compliant confidential analytics.
\end{itemize}