IT'S HERE! This is Imp: declarative self-Improving language model programming in Elixir. It's a port of DSPy to the BEAM ecosystem. That means you get signatures, optimizers, agent loops, retrieval and more, all with the reliability and concurrency of the actor model and the elegance of Elixir. This started as a test of the models' ability to port things across languages, but it's become much more advanced, with Optimize-Anything support and full-fledged MCP and ACP adapters as well. Basically a whole kit of building blocks for anything you want to make. If you're interested in the DSPy paradigm, Elixir, text optimization, or weird code ideas in general, give it a look and tell me what you think! Imp is experimental, it's 0.5.0, it probably needs some expensive benchmarking to prove its optimizers really work. I'd love to get the kinks worked out before doing that haha. Imp is open source, MIT licensed, and hopefully easy to read. Given enough agents, all bugs are shallow, right? Now, without further ado: Imp! github.com/deepfates/imp