Building on the earlier suggestion, I actually have to disagree about adding more reflection steps. In my experience, those usually just give the agent more chances to hallucinate progress while still burning your credits. Its super frustrating seeing the hype around fully autonomous loops not live up to real-world tasks. Unfortunately, pure autonomy is usually what kills these projects. For a Friday deadline, you gotta get more rigid.

• Use structured tool-calling. If youre not using OpenAI GPT-4o API with strict JSON mode, youre basically asking for loops.
• Move away from AutoGPT for production. It is just not as good as expected for reliability. Try using Anthropic Claude 3.5 Sonnet API as your controller. It handles tool constraints way better than most models in my tests. It is rough when the tools fail you right before a deadline, but you can definitely fix this. Reach out if you get stuck with the logic tho.

Building on the earlier suggestion, I totally get the frustration with those infinite loops! I once spent $200 in a single night on a real estate scraper that just kept refreshing the same page... it was painful but such a lesson. Honestly, the absolute most essential skill right now is mastering structured output and state management. If your agent doesnt know exactly what finished looks like in a machine-readable format, its just gonna wander forever. I started using OpenAI GPT-4o API with strict JSON mode and it was a total game changer for my workflow! Here is what finally saved my real estate setup:

• Forcing the model to output a specific JSON schema so it cant hallucinate new tasks
• Using LangChain LangSmith Platform to see exactly where the logic breaks in real-time
• Swapping to the Groq LPU Inference Engine for quick reasoning checks to save big on credits It is amazing how much smoother things go when you give the agent a strict checklist. Youll nail that Friday deadline! Its super stressful now but once you nail the state handling, you are gonna love it.

Huh interesting. I had no idea. The more you know I guess 🤷

Looping is a total credit killer. Honestly, you might want to consider adding hard-stop logic to your flows. I would suggest testing with OpenAI GPT-4o Mini API to save money while debugging the logic.

• Set a strict max iteration limit (like 5 or 10)
• Add a reflection step to evaluate progress Be careful with open-ended goals... they usually spiral. Good luck with the Friday deadline!