Resources / Blog
Research notes and engineering essays.
Technical context from the SCX.ai resource library, arranged in the same article-row format as News.
Project MAGPiE
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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.
AI infrastructure
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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.
Operational AI
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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.