## Episode Summary

In this episode, we cover:

- **WebChallenger: A Reliable and Efficient Generalist Web Agent** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.10423)

- **The Cold-Start Safety Gap in LLM Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.07867)

- **ToolSense: A Diagnostic Framework for Auditing Parametric Tool Knowledge in LLMs** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.12451)

- **EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery** (arXiv)

- [Read more](http://arxiv.org/abs/2606.13662v1)

- **HyperTool: Beyond Step-Wise Tool Calls for Tool-Augmented Agents** (arXiv)

- [Read more](http://arxiv.org/abs/2606.13663v1)

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*Sponsored by LimitLess AI*