Volume I · Computational laboratories

Seven controlled pressure tests.

The laboratories make the computational test layer legible: each isolates a question about reliability, repair, viability or continuity under disturbance.

Lab I

Recursive Self-Model Reliability Improves Viability Under Self-Relevant Perturbation

Question
Does recursive self-model reliability support viable behaviour when disturbance reaches the system’s own state and model?
Purpose
Compares agents under self-relevant perturbation to isolate the role of recursive reliability in maintaining viability.
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Lab II

Channel-Decomposed Reliability and the Limits of Reliability Tracking Alone

Question
Is tracking reliability across separate channels sufficient when the system cannot act effectively on those estimates?
Purpose
Separates measurement from intervention to test the limits of reliability tracking without an adequate repair mechanism.
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Lab III

Actionable Reliability and Cost-Sensitive Repair in Viability-Constrained Agents

Question
How should a system choose repair when reliability, consequence, cost and viability compete?
Purpose
Places repair selection under explicit cost and viability constraints so reliability must become actionable.
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Lab IV

Minimal Reliability Thresholds in Viability-Constrained Agents

Question
What minimum reliability conditions are compatible with continued viable behaviour?
Purpose
Searches the lower boundary at which reliability remains sufficient for viability-constrained action.
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Lab V

Recursive Reliability Under Estimator Corruption

Question
What happens when the mechanism estimating reliability is itself damaged or corrupted?
Purpose
Stresses the recursive layer directly to examine whether repair remains possible when confidence estimation becomes unreliable.
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Lab VI

Neuro-Symbolic Persistence in Language-Like Agents

Question
Can symbols, memory and action remain coordinated in a language-like neuro-symbolic setting?
Purpose
Moves the persistence problem into a language-like environment where symbolic commitments must survive changing context.
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Lab VII

Autobiographical Continuity Under Memory Injection and Goal Drift

Question
Can an agent preserve autobiographical continuity when memories are injected and goals change?
Purpose
Places memory and goal structure under direct pressure to test continuity across altered histories and priorities.
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