OpenClaw costs spike when your context bloats across app and session layers — and context compression only partially helps. The real fix is to distill repeated tasks into Skills so your MEMORY.md stays lean, then use /new to start fresh chats when a session runs long. Done right, this dramatically cuts token costs and keeps your AI sharper and more reliable.