Research
Open, efficient, sovereign AI systems.
SCX Labs focuses on research artifacts that can be evaluated, deployed, and improved: adaptation frameworks, country-focused model families, benchmarks, and sustainability methods.
Framework
Open page ->
SCX ACE
A living playbook for model behavior. ACE turns training examples and failures into compact operational rules, gated by validation.
Benchmark
Open page ->
Australia 1k
A benchmark for evaluating whether models understand Australian norms, language, history, media, and institutions.
Model family
Open page ->
SCX MAGPiE
A sovereign LLM effort focused on Australian reasoning alignment rather than surface-level Australian phrasing.
Research areas
From experimental frameworks to deployable infrastructure.
AdaptationContext-engineering systems that improve behavior without continuous GPU fine-tuning.
AlignmentEvaluation and model work for country-specific norms, law, language, history, and media.
EfficiencyInference-first design, ASIC-oriented workloads, and useful work per watt.
Open artifactsPublic code, datasets, demos, reports, and model-card placeholders.