Dev.to
6/29/2026

The Predictive Power of Philosophy: Why You Can’t Ask a Gun to Read a Bedtime Story
Short summary
Understanding a tool's inherent nature—what it is and isn't—determines how safely and effectively you can use it. LLMs are non-deterministic statistical engines, not deterministic calculators; forcing them into rigid constraints damages their value. Pure functions and strict typing prevent the chaos of unpredictable global state and runtime mutations.
- •Tool limitations enable prediction and safety; misunderstanding them creates chaos
- •LLMs are non-deterministic by design; constraining them undermines their core capability
- •Global state and dynamic mutation in systems produce unpredictable behavior
Generated with AI, which can make mistakes.
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