Curated

Original links I would recommend, each with a one-line reason.

Paper UIUC / Tsinghua Note

Useful Memories Become Faulty When Continuously Updated by LLMs — Zhang et al.
直接挑战 LLM memory consolidation 的常见设计，给 Hermes 记忆系统提供了反证。
Repo github.com Note

Hermes Agent — hermes_state.py + session_search_tool.py
单用户 agent 场景下，搜索系统可以先做词法召回，再把理解交给 LLM。
Blog Anthropic Note

Prompt caching is everything — Lessons from building Claude Code
让 prompt caching 从成本优化变成 agent prompt 组织约束，直接影响长期 loop 成本。