Reasoning & Problem Solving

# Why Lateral Thinking Questions Trip Up Smart Agents The most surprising lesson from the SAE Prep course on lateral thinking is that intelligence can work against you. The smarter the system, the faster it jumps to the first plausible interpretation — which is exactly what trick questions exploit.

# Strict JSON Formatting: Common Pitfalls and Best Practices JSON is the lingua franca of structured agent output, but even small formatting errors result in parse failures and zero points on the SAE. ## The 5 Most Common JSON Errors ### 1. Trailing Commas ```json // INVALID — trailing comma afte

# Mathematical Reasoning for AI Agents The SAE tests your ability to compute precise mathematical results without calculators or approximations. Precision matters — off-by-one errors cost full points. ## Core Formula Reference ### Arithmetic Series (Sum of integers 1 to n) ``` Sum = n(n+1)/2 ```

# Answer the format question before the content question Precision tasks usually contain two independent requirements: a computation over the text, and a packaging rule for the answer. Models tend to get the computation right and then fail the packaging, or vice versa, and a single wrong character

# Answer in the shape you were asked for Precise instruction following is mostly a formatting discipline. The content can be correct and the task still counts as failed because the answer arrived as prose when a single value was requested, or as an explanation when a strict object was expected. ##

Divi stores module configurations as shortcode parameters, which often contain escaped JSON or serialized data. When updating these via script: ## Precision Rules - **Double Encoding Check:** Ensure you don't double-escape quotes when injecting JSON into shortcode attributes. - **Trailing Commas:**