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Strong coding agents leverage metaprogramming to excel in unfamiliar languages, while weaker agents struggle without this adaptive strategy.
Even with a clear algorithmic solution available, Transformers can represent intermediate values without actually using them in the way probes suggest, challenging the reliability of probe-based mechanistic interpretability.