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The guardrail tax: why enterprise AI safety overhead is costing more compute than actual reasoning

When enterprise technology officers evaluate large language model infrastructure, financial analysis almost universally focuses on API list pricing, GPU instance rates, and raw token throughput. Standard accounting models calculate compute expenditure …

The first AI was a syllogism machine in 1956. We’re still building the same thing.

I read about Logic Theorist recently — program from 1956 that proved mathematical theorems using formal deduction. AI community celebrated it as beginning of real intelligence. Seventy years later, I think we are still stuck on same mistake. The proble…