Research Documentation
Deep Technical
Research Guides
Comprehensive documentation for OptimumAI's models, architectures, and training methodologies. Written for researchers and engineers building at the frontier of AI.
More guides in
active development.
Our research team is continuously documenting new architectures, training methodologies, and evaluation frameworks. Subscribe to updates or check back regularly.
Multimodal foundation model design — text, audio, video, and group signal processing.
In DevelopmentMathematical framework for measuring cognitive agency via AI-assisted assessment.
Research PhaseProduction guide to LoRA, QLoRA, DPO, RLHF, and model merging techniques.
PlannedData quality pipelines, annotation schemas, and preprocessing for multimodal training.
PlannedContribute
Want to contribute?
OptimumAI is building open research infrastructure. Join our research team to co-author documentation, papers, and model cards.