Practical Thinking on Technology & Business.
No fluff. No vendor bias. Just honest, experience-backed perspectives on building technology that works.
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.
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.
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.
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