# Mixed Signals: Weight-Space Programming for EEG and ECG > Source: > Published: 2026-11-12 08:30:02+00:00 Weight-space programming allows language models to read a trained neural network's weights and edit them. This opens the door to ``training'' by reasoning rather than through gradient descent. Prior work has demonstrated its functionality and promise for game-playing networks and fixing specific fai