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Resources / Blog

Research notes and engineering essays.

Technical context from the SCX.ai resource library, arranged in the same article-row format as News.

Research
Project MAGPiE

Project MAGPiE Multi-turn Reasoning Evaluation Research

A technical appendix on how MAGPiE is evaluated for Australian context, reasoning, and local alignment across multi-turn tasks.

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Sustainability
AI infrastructure

The AI Inference Energy Challenge in Australia

Why inference scale creates power, water, and carbon pressure, and how efficient silicon changes the shape of production AI deployment.

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Use case
Operational AI

Building a Company Operating System Without SaaS Sprawl

How model routing, MAGPiE classification, and sovereign inference can support internal workflows without pushing sensitive context offshore.

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Breakthrough sovereign AI research and products from the SCX.ai family.

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