583: Language Models, AI, and Digital Gardens with Maggie Appleton

Large language models function as powerful tools for automating complex, data-heavy tasks like literature reviews, provided they are integrated into systems that prioritize accuracy and human oversight. Elicit, a research-focused platform, demonstrates this by utilizing composition techniques—chaining small model calls with programmatic functions—to extract and verify scientific data. Beyond mere text generation, effective AI interface design should act as an ambient support layer rather than a simple chatbot, reducing the cognitive load on users. While concerns regarding energy consumption and the unpredictable nature of models persist, the industry is shifting toward smaller, more efficient models and rigorous evaluation frameworks to mitigate hallucinations. Ultimately, these tools serve best as "thinking partners" that augment human creativity and productivity, rather than autonomous sources of truth, enabling users to navigate vast information landscapes with greater speed and precision.