ai-dependency

AI makes users productive — but also cognitively lazy. Lucid detects cognitive dependency in real-time and adapts AI responses to keep users thinking. Drop-in SDK: zero latency, any LLM provider, research-backed.

AI Cognitive Guardian — EEG + behavioral monitoring to prevent AI dependency and cognitive atrophy

The identity preservation engine for humans in the age of AI. Measures cognitive drift — how far your thinking has moved from your own baseline under AI delegation. Free. Built by Suman Debnath at House of Namus.

AI Foundations source-line artifact defining the distinction between model continuation and Continuum contact-dependency.