Continual Learning Interface (CLI)
Built at Gemini 3 Singapore Hackathon · Mar 7, 2026

We propose a thought experiment, what if a machine had a continual learning mechanism? If machines are exceeding human intelligence, machines should be improving themselves, not humans This way, humans, no longer bottleneck the ingenuity of machine intelligence This project proposes a proof of concept of what could be a continual learning interface CLI. We demonstrate that a Browser Agent could be given very specific human feedback and improve itself, whether that's through updating or creating new scripts in its own system. And it does so by a meta-agent or a meta-system that updates the orchestrator agent (which is itself).