Mirror Observerhood Lab II: Channel-Decomposed Reliability and the Limits of Reliability Tracking Alone

This release forms part of the Computational Observerhood Labs of Mirror Programme, Volume I: Observerhood. Lab II tests whether decomposing reliability into self-state, sensor-channel and world-map components is sufficient to improve viability under channel-specific perturbation. It follows Mirror Observerhood Lab I, which showed that scalar self-model reliability can help under false self-location but becomes brittle under generic sensor degradation. Across 5,760 deterministic grid-world episodes, four architectures are compared: a predictor-only agent, a self-model agent without reliability tracking, a scalar Mirror reliability agent and a decomposed Mirror reliability agent. The result is deliberately mixed. Channel decomposition improves attribution and some local properties, but it does not dominate scalar reliability or simpler self-model baselines. The central finding is negative but constructive: decomposed reliability alone is not enough. Reliability becomes observer-relevant only when channel-specific diagnosis is coupled to action, repair or commitment policies that improve viability after cost. The release includes a standalone paper and a reproducibility package containing the Python implementation, fixed-seed outputs, summary data, figures, requirements, citation metadata and licences.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-03
DOI
https://doi.org/10.5281/zenodo.21159572
Citations
25
Primary Topic
Distributed systems and fault tolerance
Type
article
Field-Weighted Citation Impact
328.83
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article

Mirror Observerhood Lab II: Channel-Decomposed Reliability and the Limits of Reliability Tracking Alone

Lloyd Christopher Smith
25 citations
Zenodo (CERN European Organization for Nuclear Research)
Distributed systems and fault tolerance
328.83
article

Mirror Observerhood Lab II: Channel-Decomposed Reliability and the Limits of Reliability Tracking Alone

Lloyd Christopher Smith
article en
25 citations

Abstract

This release forms part of the Computational Observerhood Labs of Mirror Programme, Volume I: Observerhood. Lab II tests whether decomposing reliability into self-state, sensor-channel and world-map components is sufficient to improve viability under channel-specific perturbation. It follows Mirror Observerhood Lab I, which showed that scalar self-model reliability can help under false self-location but becomes brittle under generic sensor degradation. Across 5,760 deterministic grid-world episodes, four architectures are compared: a predictor-only agent, a self-model agent without reliability tracking, a scalar Mirror reliability agent and a decomposed Mirror reliability agent. The result is deliberately mixed. Channel decomposition improves attribution and some local properties, but it does not dominate scalar reliability or simpler self-model baselines. The central finding is negative but constructive: decomposed reliability alone is not enough. Reliability becomes observer-relevant only when channel-specific diagnosis is coupled to action, repair or commitment policies that improve viability after cost. The release includes a standalone paper and a reproducibility package containing the Python implementation, fixed-seed outputs, summary data, figures, requirements, citation metadata and licences.

Zenodo (CERN European Organization for Nuclear Research)
Partnerships for the goals
Openalex Percentile: Top 0%
Distributed systems and fault tolerance
328.83
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Mirror Observerhood Lab II: Channel-Decomposed Reliability and the Limits of Reliability Tracking Alone — Lloyd Christopher Smith · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS