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Thoughts on LLMs, AI infrastructure, GEO research, behavioral economics, and the future of search.

June 10, 202610 min read

Peripheral Attention Engineering: Teaching LLMs What Humans Know to Look For

LLMs answer questions literally. Humans answer them contextually. The gap between those two things is what PAE was built to close.

airesearchpaecontext-engineeringrag

June 10, 20268 min read

Cognitive Redistribution, Not Cognitive Decline

The studies claiming AI causes cognitive decline are measuring the wrong thing. What looks like loss is actually redistribution -- the same pattern we've seen with every major cognitive tool in history.

aicognitionresearchcritical-thinking