The Autonomy Tax: Defense Training Breaks LLM Agents — APR Podcast Script

In this episode, we break down "The Autonomy Tax: Defense Training Breaks LLM Agents" by Shawn Li, Yue Zhao (University of Southern California).

What we cover: (1) The Capability-Alignment Paradox (2) Three Biases and How They Stack (3) Why Current Evaluation Is Lying to You (4) Conclusion: What the Autonomy Tax Actually Costs

Read the original paper: https://arxiv.org/abs/2603.19423

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