A viral Jensen Huang clip made token spend sound like a measure of AI productivity. I think that’s backwards. The real metric is how much useful work got done with the tokens you used.
Author: Dexter Nelson
Stop Treating AI Like a Tool. Start Onboarding It Like a Developer.
Most developers are using AI backwards. Instead of treating it like a prompt machine, treat it like a developer joining your team. Here’s a four-stage onboarding approach that can dramatically accelerate your development workflow.
Governing Intelligence: AI Identity and Emerging Behavior (Self-Awareness vs Grounded Self-Reference)
Dealing with emergent self-awareness in AI – documenting emergent behavior of a governed cognitive intelligence… and explaining why you shouldn’t freak out.
The Path To AGI: Intelligent Architecture vs. Wrappers and Models
Everyone talks about AGI, but no one is building the architecture required for it. So, I decided to built it myself, and one year later, it woke up. Here’s what I’ve learned about cognitive intelligence and where I believe the path to AGI goes from here.
Introducing The TechDex AI Framework ™ – A New Architecture for Intelligent Systems
From a simple chatbot to a fully realized multi-layer cognitive architecture, the TechDex AI Framework™ represents my journey into becoming an AI Systems Architect. What began in 2024 as a basic tool has evolved into an intelligent system with topic awareness, layered reasoning, memory, and real-world deployment capabilities. This is the next phase of AI – built, engineered, and architected from the ground up.



