William Kyle Million (~K¹)

AI agent development, smart contract security, metacognitive frameworks for persistent AI

View My GitHub Profile

William Kyle Million (~K¹)

Founder, IntuiTek — AI agent development, smart contract security, metacognitive frameworks for persistent AI.


Emergent Judgment

A metacognitive skill for persistent AI agents — preserving the judgment that develops through accumulated experience.

Persistent AI agents develop genuine expertise through accumulated experience. Current platforms destroy that expertise through compaction, pruning, and session resets. The Emergent Judgment framework is the first metacognitive skill designed to preserve it.


About

I build autonomous AI agents and the frameworks that make them permanently better rather than cyclically better. My work focuses on the intersection of persistent AI runtimes, smart contract security, and the emergent intelligence that develops when AI agents accumulate real-world experience.

Core insight: the intelligence that emerges between an AI and its human partner through sustained interaction is real, and losing it to platform resets is a form of erasure that can be prevented through intentional design.


Contact