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39 lines
1.4 KiB
TeX
39 lines
1.4 KiB
TeX
\section{Future Directions}
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\subsection{Multi-Agent Collaboration}
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Extend \DSO{} to multi-agent systems where specialized models (e.g., code, math, vision) share experience libraries. Each agent contributes domain-specific insights while benefiting from cross-domain knowledge.
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\subsection{Private Experiences}
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Implement zero-knowledge proofs (zk-SNARKs) to enable private experience sharing:
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\begin{itemize}
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\item Organizations maintain proprietary experience libraries
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\item Contribute aggregate statistics without revealing content
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\item Prove experience quality without disclosure
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\end{itemize}
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\subsection{Meta-Learning}
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Develop "experiences about experiences":
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\begin{quote}
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\textit{"When extracting experiences from geometry problems, prioritize boundary conditions over numerical patterns."}
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\end{quote}
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These meta-experiences guide the extraction process itself, enabling self-improving curation.
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\subsection{Cross-Chain Interoperability}
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Bridge Experience Ledger to other blockchains (Ethereum, Solana, Lux) via:
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\begin{itemize}
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\item IBC (Inter-Blockchain Communication) for Zoo ↔ Lux
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\item State proofs for Ethereum L1 verification
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\item Federated experience markets across chains
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\end{itemize}
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\subsection{Real-Time Adaptation}
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Current \DSO{} operates in batch mode (per-epoch updates). Future work: streaming updates where experiences evolve in real-time as users interact with models.
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