Spatial Reasoning

The LLM Design Trap: Why Your AI Assistant Is Lying to You

LLMs sound brilliant at engineering but have zero spatial reasoning. The more fluent the suggestion, the more dangerous. The fix isn’t a better world modelโ€”it’s forcing the AI to output executable geometry (OpenSCAD, build123d) and rendering it for external validation. Stop trusting the words; start testing the shapes.

The ICFP Contest Is a Genius Trap for AI. Here’s How It Works.

The ICFP programming contest is deliberately designed to keep AI from winning by emphasizing spatial reasoning, a known weakness of current AI. This isn’t just a competitionโ€”it’s a meta-commentary on human ingenuity in the age of AI, and a reminder that the rules of the game can be rewritten to favor human creativity.