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Other literature type . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
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The Super-Gems Framework v3.0: Adaptive Multi-Objective Routing with Epistemic Uncertainty Quantification and Cryptographic Non-Repudiation in Byzantine Agent Lattices

Authors: Landry, Marie-Soleil Seshat;

The Super-Gems Framework v3.0: Adaptive Multi-Objective Routing with Epistemic Uncertainty Quantification and Cryptographic Non-Repudiation in Byzantine Agent Lattices

Abstract

Enterprise multi-agent architectures suffer from brittle routing, unquantified uncertainty, and vulnerability to Byzantine failures. We present Super-Gems v3.0, a topology treating specialized agents as structurally indexed nodes within a content-addressable lattice. This specification introduces epistemic uncertainty-aware routing—a routing function that jointly optimizes embedding similarity, capability coverage, permission compatibility, and confidence calibration. We formalize the routing matrix with provenance tracking, prove complexity bounds under hierarchical vector indexing with uncertainty-aware candidate expansion, specify Byzantine-fault-tolerant health monitoring with cryptographic non-repudiation, and provide reproducible evaluation benchmarks. The reference implementation demonstrates sub-millisecond routing at 100,000-node scale with automatic failover, state checkpointing via the Model Context Protocol (MCP), and differentially private embedding aggregation for cross-organizational federation.

Keywords

epistemic uncertainty, cryptographic non-repudiation, lattice architecture, multi-agent systems, semantic routing, Byzantine fault tolerance

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average