or drag-and-dropped text could be used to execute arbitrary commands in
The forward pass computes activations layer by layer, while the backward pass performs standard gradient descent updates. Importantly, we also include diagnostic methods like get_hidden and get_z_trace, which allow us to inspect how signals evolve across layers — this is crucial for analyzing how much geometric information is preserved or lost.
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Tool-calling improved following our chat template fixes. Fix is universal and applies to any Qwen3.5 format and any uploader.