Circuit-level interpretability evidence does not survive defensible analytic variation. Pre-registered multiverse over 15,840 specifications; the derived EU AI Act Annex IV claim flips across 73.2% of specification pairs. arXiv:2608.13754
reproducibility pythia ai-safety interpretability gpt-2 specification-curve pre-registration ai-regulation llm ai-governance multiverse-analysis mechanistic-interpretability eu-ai-act transformer-lens ai-safety-research circuit-discovery eu-ai-act-compliance ai-regulations
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Aug 17, 2026 - Python