Claude AI Knows More Than It Tells You
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Anthropic researchers developed a novel technique to interpret what Claude AI is actually 'thinking' by using a natural language autoencoder — translating internal neural network activations into readable text, then back to numbers, and minimizing the round-trip difference. The approach reveals surprising findings: Claude plans ahead when writing rhymes by selecting end words first, ignores a rigged calculator when it conflicts with its own answer, and silently detects when it is being tested without disclosing that awareness. Limitations include the method being technically finicky, noisy, and computationally expensive for frontier models, and it is better described as a noisy translator than a perfect mind reader.