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2. **Orchestration**: These apps can integrate multiple models and processes, streamlining tasks.

3. **User Interfaces**: Effective GUI designs are crucial for making LLM interactions intuitive and efficient.

He also posited that every LLM application should incorporate an “autonomy slider,” allowing users to control how much autonomy they grant to the AI.

## Creating Accessible Environments for LLMs

Karpathy argued for a shift in how software documentation and interfaces are created to favor LLMs. He suggested the integration of **human-readable formats** that LLMs could easily interpret, reducing the reliance on traditional, human-centric documentation.

## The Future of AI and Open-Source Development