Paseo is genuinely great — lately I've been using it with OpenCode every day to write code and articles.

Hermes has these advantages over Lobster: model errors get output to the console. The gateway has logs you can check, and crucially, I know where to look. The docs are thorough — no Chinese translation, sure, but they're complete; you can find clear documentation for any issue or command. Each agent has its own separate profile config and gateway, so combinations are more flexible, and the backend can be local or remote. It runs on Docker, so it's use-and-go, with automatic directory mounting. It comes with factory settings that are beginner-friendly — you can get it running smoothly without much configuration. Its built-in security mechanisms are just enough to run basic functionality; unlike Lobster, where you can't use it unless you crank permissions to the max, and maxing them out is unsafe. The difference in how much users have to understand just to get started is night and day. Memory operations are fast, and actions show up in the chat. You can clearly see exactly what she has remembered.

Claude Code's memory system is not a single "memory" feature, but rather a **multi-layer, multi-scope, multi-lifecycle** memory architecture. It breaks down into:

Claude Code doesn't simply rely on the LLM's 256K/512K/1M context window to brute-force its way through. Instead, it has designed a **multi-layered, progressive** context management system. There are 6 layers of defense in total, triggered in order from lightest to heaviest, ensuring that AI response quality and speed are maintained at any interaction length.

AI can hand you crash-course moves, can quickly turn you from a clueless outsider into a beginner who can wave his hands around a bit, but it can’t give you the “kung fu beyond kung fu” that a real master grinds out after decades of rolling through the jianghu — taking blades, stepping in pits, seeing through the tricks behind the rules. Those real sweeping monks never carry in their hearts the standard motions of this move or that; they carry the whole jianghu — its shifting winds and tides, the way people’s loyalties turn. That kind of cultivation is never something a crash-course secret manual can give.