Paper summary
Paper summary: Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
A book-length survey that frames LLM agents through brain-inspired modules (memory, world model, reward, goals, emotion), then covers self-improvement, multi-agent systems and agent safety.
- The survey maps agent components onto analogous brain functions: memory, world modelling, reward processing, goals and emotion.
- Safety gets its own part: intrinsic and extrinsic threats, alignment and mitigation.