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LLMs dynamically generate Ruby code for self-evolving applications

This article explores the concept of self-evolving applications by using LLMs to dynamically generate Ruby code. The author demonstrates how a Ruby object can call non-existent methods, which are then intercepted by `method_missing`. This hook prompts an LLM, via the RubyLLM gem, to generate the necessary Ruby code for the method on the fly. The generated code is then evaluated and added to the object's singleton class, allowing subsequent calls to execute directly without re-triggering the LLM. AI

IMPACT Demonstrates a novel approach to dynamic code generation and application evolution using LLMs, potentially influencing future software development workflows.

RANK_REASON Article describes a novel application of LLMs to code generation within a specific programming language, demonstrating a new development technique rather than a core AI model release or significant industry event.

Read on dev.to — LLM tag →

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LLMs dynamically generate Ruby code for self-evolving applications

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  1. dev.to — LLM tag TIER_1 English(EN) · Onur Cinar ·

    Self-Evolving Apps: Not Vibe, Live-Coding in Ruby with LLMs and Metaprogramming

    <p>Using AI to generate code for a new application is a familiar workflow today. But what if an application starts as a completely blank slate, learning on the job and writing its own implementation live as you call nonexistent methods?</p> <p>This concept of live-patching and ze…