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cs.DC2026
Legible Consensus: Topology-Aware Quorum Geometry for Asymmetric Networks
Tony Mason
Quorum design over asymmetric topologies conflates two independent concerns: inter-tier obligation (which tiers must participate for cross-tier safety) and intra-tier replication (…
cs.DC2026
Epistemic Observability in Language Models
Tony Mason, Vaastav Anand
We find that models report highest confidence precisely when they are fabricating. Across four model families (OLMo-3, Llama-3.1, Qwen3, Mistral), self-reported confidence inversel…