Exceptional work on encoding scientific rigor into system behavior. The seven anti-hallucination rules aren't just prompt engineering, they're decades of validation discipline translated into executable constraints. I've seen too many RAG systems that hallucinate confidently because nobody bothered to build feedback loops or uncertainty quatification into the architecture. The leap from protien structure validation in '91 to personal AI in '26 is actually a straighter line than most people realize.
Couldn't agree more; your insight into personal AI as cognitive mirors is profound, making me wonder if they also amplify empathy.
Interesting re: amplifying empathy. Big picture - many of us “on the spectrum” model empathy within to some extent. More food for thought…
Exceptional work on encoding scientific rigor into system behavior. The seven anti-hallucination rules aren't just prompt engineering, they're decades of validation discipline translated into executable constraints. I've seen too many RAG systems that hallucinate confidently because nobody bothered to build feedback loops or uncertainty quatification into the architecture. The leap from protien structure validation in '91 to personal AI in '26 is actually a straighter line than most people realize.