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AI ArchitectureMarch 2026

Why Domain Isolation Is the Key to Reliable LLM Inference

After testing 50+ model configurations, we identified a critical failure mode that standard benchmarks miss entirely: multi-domain session degradation. When an LLM handles queries across physics, programming, and travel planning in the same session, accuracy drops from 95% to 40% by query eight. Reactor isolation eliminates this completely.

7 min read
Caledonian AI
AGI ResearchMarch 2026

The Biological Prerequisite for Artificial General Intelligence

Current AI systems compute statistical relationships between input patterns and output distributions. This is what they do. It is all they do. And it is categorically insufficient to produce cognition. AGI requires biological neural integration — not bigger GPU clusters. The path runs through neuroscience, not through scaling transformers.

10 min read
Caledonian AI
AI & BusinessApril 2026

Making AI Work for Real Businesses — Not Just Tech Giants

Most AI coverage focuses on frontier models and billion-dollar research labs. But what does practical AI implementation actually look like for a 50-person manufacturing business in Scotland? After 22 years of operational experience, the answer is simpler than the industry wants you to believe.

8 min read
Caledonian AI

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