## Episode Summary
In this episode, we cover:
- **Self-Evolving Search Index** (Hugging Face Daily)
- [Read more](https://huggingface.co/papers/2609.19656)
- **Quantifying Overclaiming Propensity in Frontier LLM Agents** (arXiv)
- [Read more](http://arxiv.org/abs/2609.20812v1)
- **Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI Agents** (Hugging Face Daily)
- [Read more](https://huggingface.co/papers/2609.17653)
- **PACT: Can Enterprise AI Assistants Be Trusted Under Pressure?** (Hugging Face Daily)
- [Read more](https://huggingface.co/papers/2609.18605)
- **RetireOPD: Self-Retiring On-Policy Distillation for Agentic Reinforcement Learning** (Hugging Face Daily)
- [Read more](https://huggingface.co/papers/2609.20784)
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*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*