Re-check after long debugging with agent in Openclaw is a must as sometime model make a plausable report claims (GLM 5 choose next level word) as its other party confused where its the other way around.
some note:
To prevent GLM-5 from confidently fabricating claims or swapping the roles of who is confused during OpenClaw debugging sessions, you must strictly double-check agent reports. Since GLM-5 excels at long-horizon planning but may hallucinate plausible explanations, verifying its output logs is essential.



