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A Geometric Approach to Model Steering

Understand the economic and technical necessity of Model Steering as a modern alternative to expensive model retraining. Visualize high-dimensional latent spaces and conceptually isolate bias (such as gender) using geometric intuition. Formulate the mathematical proof for erasing a specific attribute from an AI model using orthogonal projections. Implement a highly optimized, vectorized Python solution using NumPy to efficiently debias thousands of embeddings in a fraction of a second.