Base-model bake-off
Compare candidate open-weight models under the same inference and evaluation conditions.
RESEARCH PROGRAMME
Open Questions.
Disciplined Experiments.
OUTAI research begins with measurable questions: which licensed base, which training intervention, which data and which evaluation actually improve the target use case?
Arabic and GCC language
Measure Modern Standard Arabic, Gulf dialects, code-switching and enterprise terminology separately.
Verification systems
Test claim extraction, evidence checking, judge reliability and escalation thresholds.
Efficient deployment
Quantisation, routing, caching and private inference across server and edge targets.
Research publication standard
A research claim must identify the model version, dataset, licensing status, method, hardware, evaluation procedure, limitations and reproducibility artefacts.