A compact, optimized AI server for running language models and real-time intelligence tasks at low energy cost

The AVA Node is a high-efficiency, edge-level AI server designed specifically for running language models and real-time AI workloads in a cost-effective and energy-optimized way. Its hardware and software layers are built on the principles of Resonant Intelligence, enabling at least 30–40% reduction in energy and compute usage compared to traditional inference units.

The goal is to provide a portable, scalable, secure and low-power AI device capable of running high-performance models locally, without requiring cloud infrastructure.

What can the AVA Node do?

The system combines a harmonized hardware + software stack:

Hardware Layer

• – optimized GPU/NPU unit
• – low-power CPU
• – high-bandwidth memory
• – NVMe-based storage
• – quiet, energy-efficient cooling
• – industrial-grade reliability

Software Layer

The AVA Node includes the full Resonant Optimization Suite:

• – RCF-LIM – language model compute optimization
• – HGO – intelligent GPU–CPU workload distribution
• – ADC-Optim – energy-aware operation
• – RCF-Secure – built-in security and anomaly detection

The system automatically recognizes workload patterns and executes them with the lowest possible energy demand.

Key advantages

• – local MI/LLM inference without cloud dependency
• – at least 30–40% reduction in energy and compute usage
• – optimized specifically for efficient LLM execution
• – low-latency, real-time responses
• – full data-privacy control (data stays on-site)
• – stable 24/7 operation
• – scalable from a single node to large distributed clusters

Where can it be deployed?

• – enterprise AI assistants running locally
• – healthcare, education and government environments
• – manufacturing, IoT and industrial automation
• – energy sector and smart-grid systems
• – research institutions
• – mobile and decentralized AI networks (RINet)
• – environments where cloud usage is restricted or too costly

How it fits into the AVA ecosystem

The AVA Node is the physical base unit of the Resonant Intelligence architecture:

• – it runs the AVA Core,
• – it executes the full optimization layer stack,
• – it enables the creation of decentralized AVA networks,
• – it allows enterprises to operate local, private AI infrastructure.

Project status

• – ready-to-start project, hardware specification complete
• – suitable for rapid prototyping
• – ideal for international pilot programs
• – low integration risk
• – immediately applicable to the growing edge-AI market