been experimenting with a coding agent that tries to learn from failures

I’ve been playing around with coding agents recently and kept running into the same issue: they get stuck in loops fail → retry → fail again at first i thought it was just a model limitation, but after trying a few setups it feels like a failure-handling problem than anything else most of the time, the system doesn’t really keep track of why something failed.