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The Inference-Time Configuration Series

A three-part investigation into why frontier AI models produce mediocre output by default, the systematic failure modes responsible, and the interaction design framework that closes the gap.

Part 1

Why Frontier AI Models Are Architecturally Underutilized

The gap between what models can do and what they actually do in default operation — and why that gap is a design problem, not a scaling problem.

18 min read
Part 2

The Eight Failure Modes of Default AI Reasoning

A diagnostic taxonomy of the systematic reasoning failures that emerge when frontier models operate without cognitive configuration.

24 min read
Part 3

Cognitive Leverage: How Semantic Architecture Outperforms Brute-Force Compute

The evidence that interaction design produces measurably superior outputs to model scaling — and what that means for the future of AI deployment.

20 min read

Full article content will be published in a future module.

Beau Diamond

Cognitive Systems Architect

Founder & CEO, NovaThink

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