Distributed AI at the Edge with QoS Guarantees
EdgeMind SynapseFlow revolutionizes decentralized AI with our cutting-edge P2P network, adaptive quantization, and federated learning for edge devices.
Core Technologies
Adaptive Quantization
Dynamic switching between Q4_K and IQ1_M quantization based on real-time VRAM monitoring and computational constraints.
P2P Federated Learning
Secure decentralized model updates with differential privacy and SecAgg+ for collaborative learning without central coordination.
QoS Enforcement
Strict resource control via cgroups/Job Objects and GPU power management ensuring consistent performance under constraints.
Performance Metrics
25%
CPU Utilization
80%
VRAM Reduction
99%
ROUGE-L Score
50ms
Inter-Token Latency