https://blog.provon.dev Engineering and research notes on self-improving agents, evidence-backed loops, and the systems behind Provon. en-us https://blog.provon.dev/self-improving-agents https://blog.provon.dev/self-improving-agents Fri, 09 Oct 2026 00:00:00 GMT Provon Team ai-agents self-improvement research Self-improvement is a decomposable loop—generate a candidate change, evaluate it against a signal, keep what passes, and write it back into a persistent component. This post maps the major technical routes, the counter-evidence that bounds them, and where today's evidence actually stands.