Key to this ease of development were components like `Phoenix.PubSub`, `Plug`, `Req`, and `Agent`. For instance, using an `Agent` to buffer streaming output, can be implemented with just a few lines of code. This, combined with Elixir's comprehensive tooling, makes building and maintaining LLM powered applications remarkably straightforward, allowing clear and logical reasoning about the application’s structure and behavior.
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