Interpretability by construction: route a layer's computation through a certified Legible Bottleneck and emit a runtime Faithfulness Certificate that bounds everything the named concepts cannot explain. Paper and reference implementation.
deep-learning agi pytorch transparency ai-safety interpretability runtime-verification sparse-autoencoder interpretable-ai explainable-ai ai-alignment neural-network-verification trustworthy-ai mechanistic-interpretability faithfulness concept-bottleneck transcoders causal-abstraction glass-box certified-ai
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Updated
Nov 5, 2026 - Python