This article introduces practical methods for evaluating AI agents operating in real-world environments. It explains how to ...

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- Exposes `out_channels` and `out_channels_list` to mimic SMP encoder API. - `forward(x, task_id)` returns a list of features; last element is a 4D tensor used by heads. - `get_fpn_feature(x, ...