Same Packet, Same Policy: We Asked 8 Frontier Models and Got Both Answers
We gave 8 frontier models a published payer policy and one prior-auth packet, three runs each. The verdicts split 20 to 4, and the agreements were worse.
Field notes
Writing on provable decisions.
Field notes on provable healthcare decisions: prior auth, policy compilation, audit trails, and what AI should and shouldn't decide.
Using LogicPearl as an AI Guardrail
How PII Shield uses LogicPearl as a local AI guardrail to block or redact sensitive prompts before they leave your machine.