Sep 8, 2026 · Artificial Intelligence

Same AI, Different Roles: Why Usability Depends on Context, Not Accuracy

This article explains why the same AI model succeeds in one job role but fails in another, arguing that usability depends on role-specific risk, responsibility, and judgment interfaces rather than model accuracy, and proposes a framework of three role-based questions and three handover checkpoints for effective AI integration.

AI usabilityNIST AI RMFhuman-AI collaboration

0 likes · 13 min read

Same AI, Different Roles: Why Usability Depends on Context, Not Accuracy

Wuming AI

Aug 11, 2025 · Industry Insights

Why LLMs Overthink and How Developers Can Control Inference Depth

Developers notice that large language models often enter an "overthinking" mode that slows down simple coding tasks, prompting calls for adjustable inference depth controls so models can switch between quick checks and deep analysis based on task risk level.

AI usabilityLLMdeveloper experience

0 likes · 5 min read

Why LLMs Overthink and How Developers Can Control Inference Depth