Menteebots are mentored by people. On their first day in a new place, the owner or co-worker needs to show them around. This involves following a person in an unfamiliar environment while avoiding obstacles.

📄🚨 New! Tired of waiting minutes for LLMs to "think"? Test-time scaling (O3, DeepSeek-R1) lets LLMs reason before answering — but users are left clueless, with no progress or control. Not anymore! We expose the LLM’s internal 🕰️, and show how to monitor 📊 & overclock it⚡ 🧵👇

LLMs Don’t Think Like Developers - Until Now. Together with shahar katz and liorwolf We made LLMs execute their code while generating it, just like a human developer. Meet EG-CFG: A new inference-time method that injects real-time execution feedback into the generation loop.