**Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making**

**Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making**

> Large language models are increasingly deployed as agents, but reliable agentic behavior requires more than next-token prediction. At inference time, it is preferred that an agent can decide whether to proceed with its current reasoning, defer to a stronger model, request additional information, invoke external tools, or abstain under the given setup. Existing approaches address these decisions through prompt-level r...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：ai-products
- **发布时间**：2026-07-27 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2607.14277)