Did a quick review, and my OpenAI account might have been banned because: 1⃣ Agents need to continuously interact with GPT for task planning, execution, and reflection, forming agentic loops, which might trigger unexpected API calls. OpenAI's risk control system likely flags this kind of high-frequency, batch, unattended automation as API abuse—similar to Google's account suspension logic. 2⃣ OpenClaw's default configuration might not have rate limiting; 3⃣ The IP isn’t clean—many VPS/cloud server IP ranges have already been blacklisted by OpenAI. Now the account is gone for good, so I’ll just have to start fresh! For others deploying similar setups, keep an eye on these issues. Possible solutions: 1⃣ Always set call limits for your API Key to protect against overuse; 2⃣ Use clean residential IPs for automation—dirty IPs are easily flagged by risk control. IP cleanliness check: https://ping0.cc/ 3⃣ @ResearchWang taught me this: use CloudFlare as an isolation layer. The idea is to set request limits per minute/hour at the gateway level. Identical requests can go through CloudFlare’s cache to avoid triggering OpenAI’s risk control.