LLM Tool Failures: Only 3 Root Causes – Value, Condition, Intent

Reasoning is a strength in conversation, but it becomes a problem in execution. So instead of asking “Did you actually run it?” and only analyzing the outcome, the model needs to have its authority to decide input values taken away, leaving it with computation only.

This isn’t a technique for improving accuracy — it’s a condition for execution to be valid at all.