Independent research & engineering
XNN develops adaptive computational systems.
XNN is an independent research and engineering company developing execution infrastructure, adaptive systems, and applied software for machine intelligence across different models, modalities, hardware environments, and computational structures.
01 Scope
Beyond a single model or product.
Our work is not organized around one application, model family, or modality. Language, speech, vision, model execution, and local inference are current working domains within a broader effort to build systems that can adapt across different computational structures.
The objective is to create a general foundation for executing, studying, and constructing intelligent systems — not merely to run existing models.
02 Work
Areas of work.
Execution infrastructure
Low-level systems for executing machine-learning workloads across local CPU and GPU environments.
Adaptive systems
Computational systems capable of operating across heterogeneous architectures rather than being permanently tied to one predefined model class.
Applied software
Complete end-user systems built from the same underlying engineering.
Research tooling
Tools for observing, measuring, validating, and extending complex computational systems.
03 Research
Research through working systems.
XNN develops research through implementations that can be executed, measured, and reproduced. Theory is tested by building the systems required to make it operational.
Public information is released selectively. Proprietary methods and internal research architecture remain in-house.
04 Products
Applied systems.
A real-time speech transcription, translation, and captioning application designed to operate locally on the user's hardware.
View XNN Translate →05 Company
Independent by design.
XNN LLC is an independent research and engineering company. We build the complete path from low-level computational infrastructure to working end-user systems.
06 Contact