Stu Frost(@stu_frost):Absolutely right Gary. LLMs simply don't understand causality at the level needed to make truly data driven decisions. My work combines Causal AI (using Pearl's Causal Calculus), knowledge graphs, LLMs, agents, business rules and deterministic code. Use the right form of AI (or no AI) for each part of the problem.

Stu Frost

@stu_frost

Serial software #entrepreneur#. Founder/CEO of Geminos - "AI That Knows Why" #AI# #IIOT# #causality#. Previous IPO and sale to MSFT. Englishman in California.

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Stu Frost@stu_frost

2026.09.18 01:02

Absolutely right Gary. LLMs simply don't understand causality at the level needed to make truly data driven decisions. My work combines Causal AI (using Pearl's Causal Calculus), knowledge graphs, LLMs, agents, business rules and deterministic code. Use the right form of AI (or no AI) for each part of the problem.