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Update AGENTS.md (#14738)

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@ -171,6 +171,9 @@
- Reuse existing model classes, blocks, ops, and helper modules when appropriate. - Reuse existing model classes, blocks, ops, and helper modules when appropriate.
Before implementing a new version of a model component, search the existing Before implementing a new version of a model component, search the existing
model code for a class or helper that already provides the behavior. model code for a class or helper that already provides the behavior.
- Model detection code that inspects linear weight shapes should only use the
first dimension. The second dimension may be half the original size for
NVFP4 or other 4-bit quantized models.
- Avoid adding `einops` usage in core inference code. Use native torch tensor - Avoid adding `einops` usage in core inference code. Use native torch tensor
ops such as `reshape`, `view`, `permute`, `transpose`, `flatten`, `unflatten`, ops such as `reshape`, `view`, `permute`, `transpose`, `flatten`, `unflatten`,
`unsqueeze`, and `squeeze` instead. `unsqueeze`, and `squeeze` instead.