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Dev.to
Dev.to
5/10/2026
Deterministic AI

Deterministic AI

Short summary

LLMs are non-deterministic, but classical algorithms like linear regression always produce identical outputs from identical inputs. This determinism simplifies testing, QA reproducibility, and production stability. Consider determinism when architecting AI systems, though LLMs may still be necessary for your use case.

  • LLMs are non-deterministic; classical algorithms like linear regression are fully deterministic
  • Deterministic systems simplify testing, QA troubleshooting, and reduce production surprises
  • Determinism should factor into algorithm selection, though LLMs may still be required

Generated with AI, which can make mistakes.

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