Don't make a category mistake

💥 Don't make a category mistake.

Determinism ≠ “AI with prompts”

Determinism does not come from writing better prompt text.
Determinism comes from execution models.

If your prompt works today, that's just a sample data point.
Certainly not a proof of anything.
… and definitely it does not make LLM deterministic.

Deterministic does not mean “good for me for today”.

Rules, LLMs, and all types of machine learning techniques are important.
But they are not substitutes for each other.

You do not replace rules with LLM prompts.
And you do not replace LLM with rules.

💡 These are different execution mechanisms.
They serve different purposes.

Rules provide:
• determinism
• governance
• compliance
• auditability

Machine learning provides:
• adaptation
• prediction
• learning from outcomes

LLMs provide:
• language understanding
• unstructured reasoning support
• assistance, not control

⚠️ Enterprises SHOULD not choose between them based on preference or hypes.
Compose them based on decision requirements.

🚀 Go hybrid using Composite AI technology such as Dynamic Decision Graph and DecisionLang, bring the best of them into a unified model.

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Posted here.

Published May 5th, 2026 at 07:30 am