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ORYASTRA

With fire at the core, toward the realm of starsLet intelligence reach the real world

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Model Research

More capable, efficient, and controllable models for real applications

We work across the full model lifecycle to improve capability, efficiency, and usability in real-world deployments.

Explore directionsView directions
Model research core capability
Data build
Training
Inference
Deploy
Evaluation
Data build
Training
Inference
Deploy
Evaluation

Core research directions

01

Foundation models

Build high-quality foundation models with stronger generalization and transfer.

02

Small-model architectures

Design efficient, compact architectures that are practical to deploy.

03

Inference optimization

Reduce latency while improving stability, safety, and throughput.

Research framework / technical path

Data development

Build and process high-quality datasets

Model training

Efficient training and algorithm innovation

Alignment and evaluation

Align objectives and evaluate comprehensively

Deployment and optimization

High-performance deployment and iteration

Latest research

View more

Small-model systems for real-world settings

Architectures, strategies, and evaluation frameworks for practical small models.

2026-08-06

Efficient inference optimization

Optimization methods that improve throughput and reduce latency across settings.

2026-03-18

Unified evaluation and data foundation

A common evaluation and data foundation for verifiable model development.

2025-06-26

Explore the next step in model research

Push the boundaries of capability, efficiency, and usability.

Explore model research