Peter van Hees
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Chapter 03

The Engine of Agency
Chain-of-Thought Prompting Is Dead. * Cognitive Upgrade Framework
Chapter 03

Chain-of-Thought Prompting Is Dead. * Cognitive Upgrade Framework

Chain of thought prompting now delivers 2.9% accuracy at 80% latency on reasoning models. The Cognitive Upgrade Framework separates teams still hacking a mimic from those commanding a mind. Your prompts are obsolete.
08 Feb 2026 6 min read
Your AI Agent Is Blind * Sensory Upgrade
Chapter 03

Your AI Agent Is Blind * Sensory Upgrade

Your text-only AI Agent is cut off from 80-90% of your enterprise data. The Sensory Upgrade is the architecture that transforms text-only AI into multimodal AI agents with eyes and ears. Organizations deploying all three components report 40% faster decisions. You either give your AI its senses o...
08 Feb 2026 7 min read
Your LLM Is an Operating System * AIOS Architecture
Chapter 03

Your LLM Is an Operating System * AIOS Architecture

Your AI strategy is a model shopping list. The AIOS Architecture maps four layers that determine whether your stack compounds value or becomes commodity. Stop picking kernels. Start building the operating system.
08 Feb 2026 5 min read
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