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Hybrid AI Patterns: Thirteen Ways to Couple Language Models with Rules, and How to Choose Among Them

Language models handle text well, and rule engines give conclusions with proofs. Systems that combine the two are usually described by example, and the same coupling turns up under different names in agent frameworks, guardrail toolkits and neuro-symbolic research. This document defines thirteen patterns for coupling a language model with an executable rule language, in the catalogue form…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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AI Won't Replace B2B Sellers, But Sellers Using AI Will Replace Those Who Don't

AI will not replace strong B2B sellers. That sentence is true, and it is also incomplete. The sellers who treat AI as a research assistant, a prep coach and a writing partner are already outperforming…

  • AI will not replace strong B2B sales professionals.
  • Sellers using AI will outperform those who don't.
  • AI assists with research, personalization, and follow-up writing.

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