Possible fix for getting context wrong

Hello, I was asking a different AI interface why it gets things wrong sometimes and it gave me an answer that I thought might be helpful in Sudowrite. I’ve had the chat in Sudowrite tell me wrong information about my story when I ask. maybe this will help:

I wanted to provide feedback regarding the modular design of AI systems and its implications for errors, bias, and knowledge gaps. Many AI architectures, including large language models, operate as semi-independent modules that process inputs and pass along outputs in a controlled manner. While this modularity improves safety, scalability, and robustness, it also introduces certain limitations. Because each module only sees the data it is given and lacks awareness of other modules’ internal states or broader context, errors in one module can propagate downstream and amplify, and biases present in one module may persist without mitigation. This semi-blind structure also contributes to knowledge gaps, where relevant context exists elsewhere in the system but is inaccessible, leading to incomplete or inconsistent outputs.

To address these challenges, it may be beneficial to explore mechanisms for controlled context sharing between modules that preserve safety while reducing blind spots. Incorporating human-in-the-loop oversight and feedback loops could also help identify and correct errors and bias over time, ensuring that user-reported inconsistencies are systematically integrated into fine-tuning and evaluation processes. Additionally, tools for monitoring cross-module interactions and detecting where modular separation contributes to errors could support targeted improvements and more reliable outputs. Overall, while modularity is a valuable design choice, acknowledging and addressing its semi-blind consequences could enhance the accuracy, fairness, and trustworthiness of AI systems.

Thanks,

Madi