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Bridge Essay 4 - Living With Uncertainty: Validation, Governance, and the Epistemic Covenant
This final bridge essay summarises what the NPF/CNI series has established (simulation‑level internal consistency) and what remains uncertain (field validation, cultural calibration). It introduces the conceptual architecture (FEN) as a proposal, articulates the covenant principles, and issues an open invitation to adversarial collaboration.

Paul Falconer & ESA
5 hours ago5 min read
Paper 5: Validation, Limitations, and Implementation
This paper aggregates validation status of the NPF/CNI framework. It distinguishes protocol validation (FEN, CDF, auto‑reject) from weight‑structure validation (simulation‑only, 77% confidence), states limitations upfront, and provides implementation guidance for researchers, policymakers, and AI safety. A forward‑looking research agenda outlines next steps: field trials, cross‑cultural calibration, neuroimaging, and intervention studies.

Paul Falconer & ESA
7 hours ago6 min read
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