EPISODE · Feb 8, 2026
CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
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## Episode Summary In this episode, we cover: - **CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2601.22027) - **SocialVeil: Probing Social Intelligence of Language Agents under Communication Barriers** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2602.05115) - **V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval** (arXiv) - [Read more](http://arxiv.org/abs/2602.06034v1) - **DFlash: Block Diffusion for Flash Speculative Decoding** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2602.06036) - **MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2602.02474) --- *Sponsored by LimitLess AI*
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CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
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